{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import StaticArrays: SVector\n",
    "using RegionTrees"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "include(\"adaptive_distance_fields.jl\")\n",
    "import AdaptivelySampledDistanceFields: ASDF, evaluate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Cell: RegionTrees.HyperRectangle{2,Float64}([-1.0,-1.0],[2.0,2.0])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = x -> sqrt(sum((x - SVector(0, 0)).^2))\n",
    "adf = ASDF(s, SVector(-1., -1), SVector(2., 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "using Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<?xml version=\"1.0\" encoding=\"utf-8\"?>\n",
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"600\" height=\"400\" viewBox=\"0 0 600 400\">\n",
       "<defs>\n",
       "  <clipPath id=\"clip00\">\n",
       "    <rect x=\"0\" y=\"0\" width=\"600\" height=\"400\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<polygon clip-path=\"url(#clip00)\" points=\"\n",
       "0,400 600,400 600,0 0,0 \n",
       "  \" fill=\"#ffffff\" fill-opacity=\"1\"/>\n",
       "<defs>\n",
       "  <clipPath id=\"clip01\">\n",
       "    <rect x=\"120\" y=\"0\" width=\"421\" height=\"400\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<polygon clip-path=\"url(#clip00)\" points=\"\n",
       "39.4926,384.952 596.063,384.952 596.063,3.93701 39.4926,3.93701 \n",
       "  \" fill=\"#ffffff\" fill-opacity=\"1\"/>\n",
       "<defs>\n",
       "  <clipPath id=\"clip02\">\n",
       "    <rect x=\"39\" y=\"3\" width=\"557\" height=\"382\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#00002d; stroke-width:0.8; stroke-opacity:0.5; fill:none\" stroke-dasharray=\"1, 2\" points=\"\n",
       "  39.4926,379.237 39.4926,9.65223 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#00002d; stroke-width:0.8; stroke-opacity:0.5; fill:none\" stroke-dasharray=\"1, 2\" points=\"\n",
       "  178.635,379.237 178.635,9.65223 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#00002d; stroke-width:0.8; stroke-opacity:0.5; fill:none\" stroke-dasharray=\"1, 2\" points=\"\n",
       "  317.778,379.237 317.778,9.65223 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#00002d; stroke-width:0.8; stroke-opacity:0.5; fill:none\" stroke-dasharray=\"1, 2\" points=\"\n",
       "  456.92,379.237 456.92,9.65223 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#00002d; stroke-width:0.8; stroke-opacity:0.5; fill:none\" stroke-dasharray=\"1, 2\" points=\"\n",
       "  596.063,379.237 596.063,9.65223 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#00002d; stroke-width:0.8; stroke-opacity:0.5; fill:none\" stroke-dasharray=\"1, 2\" points=\"\n",
       "  47.8411,384.952 587.714,384.952 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#00002d; stroke-width:0.8; stroke-opacity:0.5; fill:none\" stroke-dasharray=\"1, 2\" points=\"\n",
       "  47.8411,289.698 587.714,289.698 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#00002d; stroke-width:0.8; stroke-opacity:0.5; fill:none\" stroke-dasharray=\"1, 2\" points=\"\n",
       "  47.8411,194.444 587.714,194.444 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#00002d; stroke-width:0.8; stroke-opacity:0.5; fill:none\" stroke-dasharray=\"1, 2\" points=\"\n",
       "  47.8411,99.1907 587.714,99.1907 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#00002d; stroke-width:0.8; stroke-opacity:0.5; fill:none\" stroke-dasharray=\"1, 2\" points=\"\n",
       "  47.8411,3.93701 587.714,3.93701 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#00002d; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  39.4926,384.952 596.063,384.952 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#00002d; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  39.4926,384.952 39.4926,379.237 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#00002d; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  178.635,384.952 178.635,379.237 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#00002d; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  317.778,384.952 317.778,379.237 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#00002d; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  456.92,384.952 456.92,379.237 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#00002d; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  596.063,384.952 596.063,379.237 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#00002d; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  39.4926,384.952 39.4926,3.93701 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#00002d; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  39.4926,384.952 47.8411,384.952 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#00002d; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  39.4926,289.698 47.8411,289.698 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#00002d; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  39.4926,194.444 47.8411,194.444 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#00002d; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  39.4926,99.1907 47.8411,99.1907 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#00002d; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  39.4926,3.93701 47.8411,3.93701 \n",
       "  \"/>\n",
       "<g clip-path=\"url(#clip00)\">\n",
       "<text style=\"fill:#00002d; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:12; text-anchor:middle;\" transform=\"rotate(0, 39.4926, 396.952)\" x=\"39.4926\" y=\"396.952\">-1.0</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip00)\">\n",
       "<text style=\"fill:#00002d; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:12; text-anchor:middle;\" transform=\"rotate(0, 178.635, 396.952)\" x=\"178.635\" y=\"396.952\">-0.5</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip00)\">\n",
       "<text style=\"fill:#00002d; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:12; text-anchor:middle;\" transform=\"rotate(0, 317.778, 396.952)\" x=\"317.778\" y=\"396.952\">0.0</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip00)\">\n",
       "<text style=\"fill:#00002d; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:12; text-anchor:middle;\" transform=\"rotate(0, 456.92, 396.952)\" x=\"456.92\" y=\"396.952\">0.5</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip00)\">\n",
       "<text style=\"fill:#00002d; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:12; text-anchor:middle;\" transform=\"rotate(0, 596.063, 396.952)\" x=\"596.063\" y=\"396.952\">1.0</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip00)\">\n",
       "<text style=\"fill:#00002d; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:12; text-anchor:end;\" transform=\"rotate(0, 38.2926, 389.452)\" x=\"38.2926\" y=\"389.452\">-1.0</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip00)\">\n",
       "<text style=\"fill:#00002d; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:12; text-anchor:end;\" transform=\"rotate(0, 38.2926, 294.198)\" x=\"38.2926\" y=\"294.198\">-0.5</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip00)\">\n",
       "<text style=\"fill:#00002d; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:12; text-anchor:end;\" transform=\"rotate(0, 38.2926, 198.944)\" x=\"38.2926\" y=\"198.944\">0.0</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip00)\">\n",
       "<text style=\"fill:#00002d; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:12; text-anchor:end;\" transform=\"rotate(0, 38.2926, 103.691)\" x=\"38.2926\" y=\"103.691\">0.5</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip00)\">\n",
       "<text style=\"fill:#00002d; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:12; text-anchor:end;\" transform=\"rotate(0, 38.2926, 8.43701)\" x=\"38.2926\" y=\"8.43701\">1.0</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip02)\">\n",
       "<image width=\"556\" height=\"381\" xlink:href=\"data:;base64,\n",
       "iVBORw0KGgoAAAANSUhEUgAAAiwAAAF9CAYAAAAnTTMmAAAgAElEQVR4nOxdWWLrOq6ElPP2v4m3\n",
       "y+5Y/SGBBEGMGhInQX3cXFGc7ORY5UIBXP77+v8NDLy2/wIAwHb8RGyv/7a26eeL9aX38R7+ZPNO\n",
       "91//6X1ect9l+zyu95/L67P9f98Eucf7kuu97TW2sbn6mJfQxtZt67xI20vp+xp/0v0E+/Z28mvd\n",
       "tL6bPsdrm9sAAFhXer0Z99xrttz2WvS+/B7DtvGxi/z/bt813tfB9HrMzqvf58y82f6vxD74e5PA\n",
       "spgfQSNW/kdkzLvG5830hSW+B3dudm94L/hrtfoK99W2aR0+D+vL79NfNf8TMa6XRN/9egVYl7mN\n",
       "/mzty9yOC4bnWAHWj6Fps/oCjP2Ptm3q+zH13Vob+4zhfY+fw5ytjfc5rpcPvy/2Wf+xvf4DWI62\n",
       "9f/GPrzvQtqPe8sy/mxdhfvt/9m82L6yOQDmP5FCoVAoFAqFt0MRlkKhUCgUCm+PIiyFQqFQKBTe\n",
       "Hv9e3EPCYPlSNO/K5HehHhTuXVF8KfD6T+/HfS0HRO8KXm+a70TzslCPidK33X/N7arfRfCPCB6Y\n",
       "cV7e/ml4VRRfCjWUSL4Wb46pjf2EeZmUZwVg8K2YnhWAwS/i+iWmuYyxU9813PcdfClZD8tjvpTs\n",
       "Pug6ia9NS2b/0x/RPVi4R8HbB/+3ROfifakFY3qtL7Xv3j+xp2Gd6S67Gnc5eFoya7Jr/y/mBfN3\n",
       "am3Bdb7fmqJzzMA9JhxO8+80Ma/XTu/xvu2avtyX0vfoM/kOAcS3UoTQT/23jH2k+3ydVV++FJZC\n",
       "oVAoFApvj39cDeGwVBNNWZnmpAoJV1YmhYUoK3ifZwO1vkqmz/YpqCKOsiKoJVI2kLieNF9rl+Y3\n",
       "soF4X+wXyQYCkDOCrGwgaY7XS1VHzEyghKKyz0UzcvhYI5vH+zafGWtlAnmKyjuoJgnFAeA51WRL\n",
       "7oNiSXzj/WlqDICtyHD1ZfgmPSkoOcVlH+Pvz1dqdMVlyiC6XXFRvn67SgvpM71tUQlB39sZxcVS\n",
       "Wvi8kTGe0gJAfreO0tL607cko7Rw5f2M0hLoM+cNOaCkRCUqWphHCu8gQWkLzISGh34QElFp7U5f\n",
       "K3WZExWN/Mip0EI4h7dboR9xDkJYpJAPHSOREzckBKzdICZ3pSYDnA/zZFKTAc6Hedi/Ov563iJF\n",
       "OJ3W/B77OLvOwv+GLSRSoCH1WjOPK4DN2MfCU243Gm6x05r5nof35lizkQueEi2VCTj68BDQsCe2\n",
       "zvRg4uRneD12X2muORVaISH4+uh73VKP8R6+zuM+fnwv5wnM2VCRNs4jI9m+U5hIIS6t/yp89kfe\n",
       "HqfP9LsVon08FVrCP+5NmRYyaq2oRIXPKXlYuJLSXsg4x7J18qESB6HGiq6wyERlERSQp2qrmEoK\n",
       "69uuOVHxaqqEFBb2E8gSUcJy0ocCcF41yRAUbx1LNXEJyhs8/LPKxrvsg+IphSXz+3lsD2ArPZay\n",
       "w5UZS43h+3pKjZnXme6yq2tqTNz3In0tDz55B69LTmmLkBBrXJa4SGMifT3iQvur/paIFShDXDy1\n",
       "RZjDDwkZxlqVqFgkRAr5CH2pqqISB6sYnGp+1cy3lFB8in3nuSgpSBhpnb4iGeFExTPQ0vtO0TdR\n",
       "TdEIy11hHX4/UwwuQ1BYfy+ss1l9vXUsPPTwTxdse5d9ULwDsXhoD94+OLG4i8Bkw0nSmD5W3VIq\n",
       "nGSad+UtzevhWLVHJKahvBcrCH8HX6e6SGNN1eREX4240P4hYy6ATU6ctzFFXIxpC4VCoVAoFN4O\n",
       "cYVF8qtoyoqVquyEj8wy+4lUZd0fIisrVory7UbaTFl9gJ3iWh4Vaeyg6LCfZFqpXVRYWkTKCPuk\n",
       "vSVnPSxxRQXggi/l1tL83x8+enIf6fRqijdQQp5SY7x9WEqIZwS2FBcrXMTX6ZDXy6RP230T6dL6\n",
       "doSZPMNu1Kj7eluDrhnmOdF3UloQL92Yayot3tsTSYEOKC3pLKFQTRUr80fyqAx99Zoqqcwft6/h\n",
       "U5n8Lhr5mT0sISNtpoYK9rM8KnSsFP6xQj+8L15roR8j7JMhKFN/18Ny0jgLcNqX4q/z/STkSQ9L\n",
       "KrMpa+ygMOqUTPhp5MbZB1/X8qFkCEzG76Kt12Ht0dzS9XovUV8NjhHvZoiL5W+R5vRxJVR01mwb\n",
       "7Sv+XbyUvndlFLF+GeKSNt2GUpStzB/lwEKEmaKcyfxxDiy0fCoTUbnbSJtJScZ+lkdlaIfxJ5k2\n",
       "Y6RVlZRUynDGw2I/Ba6kG5/2pTgExXz4fxG5SR9+mHnaPlnAjoJnyljrbPGP/SVRSW15IFNp4Zk6\n",
       "AHOmD/u7oATGU0XuNOxK62nrgrlHdUun0qezPhfJvzEPtsiH4W8Zmq8pL9G/4q8iLrRfJqMI4AJx\n",
       "sXwtyhzlYSkUCoVCofD2SNdh+c1QlZW7M3+0FGUr8ydRQ4VOPfTRFBYp/KOEflSVRAoNPRXmydZH\n",
       "ORnm+a6Q0KOhmIdUk2tZQvGumVW2TAn9B8JS2+cHAAAsi1WLhIVbyPs4KTm8nsv090nrozBFxar3\n",
       "glLH8fvmqsb0J/b50V/T9C2ZN/S52uvh9V6Oa0lxUX0ugV/XFPZoAgtTTVr7Ru7hzeMnfr7zWi7D\n",
       "Z8BzYaJd+Sh9IWy6FQ22WijISGtWz/9pffUicJnaKu75P6LvRSEqdxtpNaJijc3UUOHtRuhnHyOE\n",
       "f7RwjhL2EUMpD4V5svVRTod5roSEGB4jIWnT7TMk5EodllSBt59GbgCcqp7xkJDVl/d/5/CRFjaS\n",
       "Q0ayz+V+gy5OkjDo0kuAy2EiAJvAeCbbqzVbsH0y5L70vgBgF5tDSG+J8nZZH38uYTEzgTSiYtVW\n",
       "0crpt90aReAytVUmkmEQFYBDxZCJyu1GWo2oWEbaiJJC2kXCkjDSRpQUAIXIHP9wM5k/j9ZHGcbe\n",
       "19d6+E+k402UjXdQhThS/pEl+p0UYFHTGoS+qQq6wf2ikkA+tiZfjUFKLELC+/L+T/pf9rVk2Ou+\n",
       "lD76XJrP5VblZQD3uQSJy9D0rEE3SlyyfbE9U7MF57ilZkuAuPybyAWHlQmkERUjVVkrp9/6GkXg\n",
       "MqnKXjl9MfyjEZW7jbQaUbHCPhElhV7Tdi8lWSIhESWFjpVCKV4xuC9KNz4b5vEIiqmEXCjj/6Sy\n",
       "8Zwq9DUhoaeyhJ5QeWRlghNZg8AkFBXe3+t7JX0aQCYx+7qsn6j6yHuTiItObgLKi/N7spUXTly0\n",
       "SYWQ0I0G3SvEhd6L9MX7mgqjmWIHkvMAcZG6FAqFQqFQKLwtfIXFSl1W7pm1VbTzf6S+x7WudBi1\n",
       "VVy/i+BX0ZSVM0baqa9UKt/zsPSf6cMIB8uMHvoBUFSHsIdFCP/gvN439C+qj3LWl+IqKlZIyEvp\n",
       "NvBkSfx3UXoGPORh+XY1Rug2KxCG4nLBw/KU36WNUTw/keMCNJ9LJFSkqzFzqCgTJsIZ5r94TVFJ\n",
       "SAQXDLpXlBbpnjefGBJi1wgaKpr6st+l6HE5ocL8mwyyHJaxViMqVr0U5fwfsS+gGdbr+5rHeuf/\n",
       "CH4VlaicMdK2vlLlWc3DMg4dfCpRwiKFf6zQj9Bue1iUB7zkMXHMo19WH+WkL8UjKLaHxd6jhWfr\n",
       "sLwHcRrwzaGbfd5E3+h+pb0qPgDEQGCscJGwj7OG3St+F45I9V19vZlU5Qy6+277/wlhonmZcV62\n",
       "1xkRj4sSO7lg0KVEwuoDSr8McYn2HX6fL6evFCqK2oQIfmRac6QInFtO3zPWSshk/ExjLA8LjD/Z\n",
       "1JKHJWWkDaYkhwy0PzDd+Kxq4qkk1gM9Y9D1xpp9f4GHJWekja/zmEE3OK+0Vz6WrzuYf1f+98fG\n",
       "sqc5Xc9Lib6SPr0sW/9scgikWH2XpU83VeRYp79Hr0Dq8zFUVF7OG3TzxMWakD2ZB1KKqd7+3zU+\n",
       "o6LEReqr+1M+3PXfAXHTrWSwVZQVK1VZPf+H9ZWq1kar1Q4pynwPEWPtpMYwMhLJ+NHuD20w/DTD\n",
       "PhElZRhDlQJdSRHvGwban5hufFY18QiK9ZCukFACP0k1AbgUEvJUkmHujBoDMH72PKTG8P5PpE/L\n",
       "oaMXuyevIR8FcD412k+JPiMZvC4ZcyNhIq9vREVxQ0KkPZMCDZBUWoSuhUKhUCgUCm+LgMKipy6r\n",
       "yopVW8XpaxaBiygr2M9JRTaNtZ6yEklR1u4D6MqKpbAkaqgAKIqE52GJGGh/YH2UQVVxVKAxfJRb\n",
       "x+5bHhYVf9jDYiohfPxD/pd3q/cieV24z+Vug+6+n839m8nVcOHtQO4rv583UFoyNVuwffqdKX+r\n",
       "oWJzxkv/Nx1UyGFlAmnkw6itoh5YiDCKwIWICrYroZmQsdYjKpGMn+k+bRunjWT8pA8jHHwonodF\n",
       "96lwovIj66Oc9KX461ghoXj4aB77nHfkMeJ0hbBk8JPIjbRXh4RYdVgyBOYn13vhxIXO+3Qtl2hm\n",
       "UYy4IKQ9O8bcbyQuXh9g9xeY3w+rZktbRwoPAdybJRQpAmemKmvl9KW+ADAUgYsQFbyeKt06RMVK\n",
       "UbZ8KonUZIRKVPgviPpUIkoKaY95WGSiIhlpN+kemcPcC97/pnTjs76UP2+6fUfCksF3kxtp+QwJ\n",
       "yfhd2Nin/C77XOf6RtUXTlz2ecf5IqnROYPuvqPJ3xIkLnSPM7jyIk3Kjbl4+fXEJZMCjfddv4vg\n",
       "cXGLzUl8X9lLoVAoFAqFwtsgnCUk+lU0ZcWoraKd/zP3JWGgjLJy/HTP/7FCOZ6yEklRbvfHKYc+\n",
       "/KflU0nUUBnu0z5ODRXJpzIpKz+wPspZX8pvyBKaXsNDoalX9tRoglX7KixgyuyQ+hxpsfy1munI\n",
       "PyBL6LEMozet9yKlRGshBylUdOWwxedruGgTeUqLswm2/pnaLZpacqbY3DQneXmSrwVAUFoI3qYO\n",
       "S6QIXKhWCkeUqGQOJwykKCNCpycHUpRPH0b4WtWxlpFWC/3ocwmhoTepj3I2zPNtHpYHQzFPkZAr\n",
       "IaFXQuhdA58B2sPG2uMTtWCkOae6K1NdlsW4d+PYb6z3shx95horGAo6xq4v8jv8wAn3n/icwFou\n",
       "+Cf0+THUcRnutX2AiLFQ3fUaLm3M1OMF8TOKGHEBiIeJErVVpBovKnH5xpotrsJiZgIpyopZW0Xr\n",
       "GykCl6mtkiUqkcyfTMaPcn/4f05ULJ9KREkh7QPB0BQIy0gbqGi79xWIjEBipL1+VX2Ut/CwPEVY\n",
       "kllCT5GQK6c1ZwLTd5ObM3u4hC/ysLx1vRelj6SaRH0ug6pwg0E3XMMl8CcmKy8OQbHaE/4WTx2R\n",
       "+j9dswUAzOq4ltLybzr3h8PIBFKJipWqfKUIXCZVOUtUMmf9COTj0unJREmhGEhCOCQ0G2m1Ym+W\n",
       "kTaipGj7EEmMsM5XpRt/S0joTUIxX2b+vVLpdot+nMaUEHyYfG7jN0Fr7LeRmy8KCb1T+rQWRpIM\n",
       "u9Gw0VWD7t5vXJu34Q72/woqnvMnlEuJtn6BWrjoHuKi9T1DXKyxWrE5TlwoynRbKBQKhULh7fFv\n",
       "Ui0YzNRlRVmxaqtcKgKXqa2SVVYiqcqCWpKppdLHyMqK5VPxQj9tbslIqxR7M420kdDPsM7s/XiX\n",
       "+ihnx7pqTEZh+SbvyCXz709Na9a+aBpv6yOhpjNfBxPKxxXV5Dvrvaipz0KoSDPX3m3QxX5cUfFq\n",
       "uJw5HZqmAc/wlBbh3hsoLZmaLXg9/X4UpYXi3+Q34TAygVSiYtZhSRAVbFc8LGZtlSxRiWT+8PCP\n",
       "cM+spTKNYUTF8qmkTbBH+7bqxd6MOSKhn32ueY5GiN6kPsptptsMYWHrfJd35Mu8NO9EWDRYD5IH\n",
       "fDQiscmQmCSROE1CLnhlzHARwPi5mvSwwGtVyY1GXABsf4s0B1kwnFl09XTomDEX4KcQF28+i+R4\n",
       "xIXCVVhMY61GVIxU5StF4FKpylmikjmc0CIsVmpyG6MQFdPDEiUQnajgtZvxI5CQrIdFNNC+Sbrx\n",
       "aWK0LcqY/doiIe/qHXlq7tcFwnJ3XBr3zT0rZpbQzT4aAIBNOIGXr8NTuvFhtyzb/Dq+yHT7ePp0\n",
       "wsPikZsMceF7lJUXPv80rXH/emaRT1ykiSziYss9mhJi9X262JxW3h/gjdKaU4hkACWOi+/zBomK\n",
       "RFgCqckIjahYYR+1ZkqbdB3apZL5HgmJGGjvMM7GwkcJ5eMh1cRTSR6rw3JjX34/Qyy+SmHZMinF\n",
       "gb7rmTosT8D6Uty6jA2oytAy8RoB4+nV9P5Xp0+3VOXPca90h0heMM8D06WbMrHxsa8p9ZmTm3af\n",
       "jKVp0fveRuWjEZgXax9MvrLqY4WM7sgsMokLV688bK+Q2gIAqRTo70SZbguFQqFQKLw9/vGDCjms\n",
       "1GUtFDTXYSG+lStVazO1VabwUaC2SlRZoVNnaqmwNt/DQtSNQLG3cR+CquD5TwIG2juMs7LfJRGq\n",
       "ueJh8RQWMrenqKROa/4mZYMrKn/Bw6J9l3yLb2dO+IUqLpMH5in/ywUPi+ZLaWPO+F2EOSefS8AH\n",
       "EzHoAnTFZSHj76nh0u4c/yVKiyN42LVbNNVEaE/4WnA9T4eUwj5aeAeEvnwdNzREEDbdigZbpwhc\n",
       "25xVtdYhI6eLwKmnJmteFogTlUDGT7svkQXVw6L7VMKnJp8p5KaFhsi8EV9KlDhIYx71sFiExQj7\n",
       "eOGqp+qwPBW2yfb/qYRFC6F8Wh6WRLhoDfYVK91O4ZVNvL+sW6sjg22PEZg7PCzamDN+F8nrwkNB\n",
       "AR9MxOcCMHpd+MPSq+Fy5nTo4VTocdp5LpxD7OwRF3LvAUNuhLhk+nqkB+BEWnOqCBzCqlprEZW2\n",
       "ToKoYLuSAm1lAEWJSijjB8Z228PieUyWiahkjLTRlOSIgfYO46w05sl047O+FFX9OUFY3sU78hcI\n",
       "y9Nwvhw3XFJ0BBVD87ucWvDu9Gn1y358nU4WGHER5oukRmcMugA7ccmmRJ87HbqfCt3Xtv0tciq0\n",
       "R1yEew8RlzNpzdo61rpvoZIWCoVCoVAoWEiEhGa/ilsETpojo6xg+5kicK6HBYaf22tuU5UVOnWm\n",
       "lgpr89OLexgofGqy4UPxPCyiT+XF7+nhmKhKcnuW0EO+FDWtOaCwvKt35C+kNb8LrO+7pyYKZhil\n",
       "F7qj3os2RurrrDMpLQBzmChSy0UJI1nl/vM1XKQQFIgY7+czieKpz1+vtHh9JBUlUpCOIxASmonK\n",
       "3u4XgZvn0P0otxeBUz0sMPwcwkBRohJIUVbvA6hExUpVjhR72/vmPSyWT4UTlTvMsJdNtwmCAgCi\n",
       "LyWyZ4+wWA/pdzHdZvp/FcmaxkbOB8I+bJ2on+Rd4EVbrgz+VsNuwHQb9sYw4gIghIkSHhbP/yKF\n",
       "iqI1XEbyo80/XksVdYH4W/b17yAu0gTvQ1y0vtYcj9ZhiVStnYrB3Y1MbZWIokIQ8jAIXhOVqFiZ\n",
       "P4Fib9J9qQhcxEgbIRvjXEu4b7sO+FKkB3+2Popp2A0YdLUH+VOm2yeVjef2cV4nWQOukHcx0mbm\n",
       "jZhuOVlrBltaUwWNuEHDLgBMReusgnXcAMrX2z5H869kpOUP2mkMQKvv0uadHs5IHHr/XjRvwY3v\n",
       "fTbc4/jg3T4/hjouADpxQVDykckowrHT77ntVfk7eS19Tf767iQu2botQeAzO0Rcbt7DP5cwGJlA\n",
       "t1StdU5gPl21NlsE7gUhRQVAU00W+Z70IFaIipX5Y4V8pHUpaVCLvRlG2kiGz9j+TJhHIh/ZdOOU\n",
       "OkOuX9oeHiYs75Il9NRxAtM6mXN8wpbX7B7i+IoQliVMpCcQJrmkxpw17GbCR9g/GjYKGHQjKdGZ\n",
       "jCLcx9MZRfu6eiq0TVw05cRSWmL/Gq4oLgvM+/aMuwC/N3xcKBQKhULhF8E/S8hKXb6zCFxbT1BL\n",
       "sucBnSkCt+nKyt2pypqyYqYqWx4VulfBSKsVe7P8I5HQj7afO30pUvgno6hE1+nzz33vUFjeJa05\n",
       "c/7Rk0oPRabcPtYmiYz9bjXmrm+DmgBxahIE9bNq5t3Igk/5XbB/0OcSMehGarjcUbul9bkpBXr/\n",
       "7xJKfd5fBwX/6wkoLdFy/mS9O4vNWXMl6rC82PXNReAQVtXaCFEBAOpHSdVW0YjK3Zk/GlExC8fl\n",
       "PCyDT0UJNVlG2kjoR1ov0le61kiIFP7JEBRvHctoeoWwfJWBNesdeWrPT2cJaR+d1tjvDjVJM14h\n",
       "HU6U5/xkSrjolHH3riJz2N/ry4gLgBAmCnpY6OnQkYwiABBrt/B5r2cU7StHzyS6TFwmYun/24iQ\n",
       "Da1fhrgE0poFonL8vLUIXFtP8KtkiMrxM10E7gU6Ubk580cjKpZqEvWwSIZaj3xIZOER061FDhQj\n",
       "bWhvJ3wpoT05hOWpLKEnvSOZPX+VwhKhCto7Yo3NPNC/itzcSTpum0uZ6JLy0uYW/C7qs1IgO15f\n",
       "4wgAj7j0/oSkvGFGUW+PG3Kx9/yvMkJctPfrXuJyLq35XRCpWhsgKm2KDFEBmFUUAaeIipD5oxIV\n",
       "SzVxQkJa5k+EfDxmuvXIQaA+iri3JGGRwjyRa+11aGZcew/3kRDr9Xh4l9BUFpgNNIWArN/BQ+nS\n",
       "UXITITZPEZhb1JeI8nKGvNxgulWJC+njEhe2LxoSimQUAcjEpfVVquYOf8NeRtGwz/GR/lztFiFM\n",
       "BEDe62f/rVu49HddKBQKhUKh8BX4N4VkGMzU5Tur1r4BtFCQZqiV7mkn+Fon+74LTLUkY7rVFBbB\n",
       "l+IpN9J1NEQj7eNM+EhfT+f7XxVeubMOy6U9iwJuDLxGiARUPPgeLdNtKHBzzMcVlTvqu2zLPAcf\n",
       "u7IYwCbUXFm1OizGtVffBd9H67Vsn2Mf/B3TGi/4u8PXMX3rl+AZaclY/HxZuNLyRuCfXW3/zas4\n",
       "Ky3ZFGix3st3oT2z9d9JJDSk9bHGhkvziwbbO6vWtvWEsE8mFITXyVAQDbt4REUy24aKv7UxWhgp\n",
       "brqN1laJhHcsT0u00q1IWAK+FO+AQek6GqI5Q1giWUKav0abx+vrjbWQDcWk9pwgIZdMt4Gh2vea\n",
       "uyTizOMwuqY05/yYYj4RYZQWMTmDW0JQQvTglkwj7kdZE30Mr4waGmr9+xyZmi0AI/E4U7ul9VEy\n",
       "iihxsTKI9nW+KDTUhvreljuIC8UbeVg0UvLKERX8mSEq5Dq3Zz1FGSFlAGlEJWK6Fc/7GfrOBMMz\n",
       "ytqnNdt7FEmBkeGjzn9C+YjOESE70n1NSTljur2ThFjvhTv3QyTkadMtfnyllJDvVG5AflZ7hKH5\n",
       "RAziYs2fxevqPHf6XQwjrWu2DZCbibi0/uSBnEiB5vfPpEKHvCttbVS4cD28cTdx0f7S8H36PidJ\n",
       "eVgKhUKhUCi8PRKF47j3xDgXSKu18kZl9jW/inzPyATKFH9rbYpqYWQJRc7/oXPZpfltZWVUS1gf\n",
       "TcUQMn48ZScyb5/TD+tE2jNpzdrriGQJPVmHZXgvkt6R57w0qW0MWDOqT2bebw41xUJC8v2hdL7y\n",
       "qu9SXG4PE5FJxCMAskoLnd9TWgJ9+J/FECoKZglZhy2eqd2i1WyJlPX/CeX8r4SGKBKnNQtkJENU\n",
       "AOCtqtZqfpXhnkFUAMCqqYKQyIh1UKE0dqhWqxAji4R4RlnLp8If+ncYaSOEJRKq8eaQQjc+MZpf\n",
       "h7aX5+qwOCEh8jHz5OGHGRJyLSQUX+hucqORGuu1XyEzfkhobrfCRNrcT+4xNclKm4QwkbWAVcNF\n",
       "IyWRPmz5IVSUqdnC7l+p3RIlLvu9cf6fVB33KnF5Hw/LOyBBVDxYqknUwyJVq41m69xmuuWE5QYj\n",
       "rewTiSsfUcIiKSEWQeH3NSXlXB2WhLLhPJSv1WEx1r2w51dS6aFYE16TT9bVLs3v70n7eLXUmSiR\n",
       "izzonUcBa1tZX/3hcKff5dJcwgs5ZdC9YLo1yQ3ptwDMxtyAhyV9WjOFkUkEwIhLxu/ySxE4rVlX\n",
       "T1LKCsAujbxLmf0bTLeRInAiWVCIipX5E87WucN0KxGWG420EVJgzZFRY+b14mEeP63ZICz8O8ut\n",
       "IaF433nsMyTkksISGIr7Xvn3Lut3ECocp43V5w2nNQvfEbkRmJuIpbRmqY3usRe/m9OkEf3L9zKs\n",
       "u22Lmh69KCnQp5UcST4CQXm5QlwifYy06kFtAejPodZ3nEMqNofQMopGpeUO0y0o7e9bzn8ha1p9\n",
       "OK4Q70KhUCgUCoUvgVs47tRBhlqtlTc6F0gz1kr3zNOVHWVl+uZp1FSxUpWtsM04x9wv7HeRFBam\n",
       "rNxhpL1yIvK2LSlFhe5d20N2b015MRSIa3VY7PuSChSe+yHV5OnDD9s6mWUCX15V+4QxOOqjkT5Z\n",
       "eaiJ/66l/SjCxFv5XU6HicjgW5QWOi6ixvB+JDwEAHYK9DE2mwK9vFbRiAsQCQ31FxJTWuIpz9h7\n",
       "/uuOKC2a90f/O2yvUe0xozwsBCmikkWkpoqR+RM5/wfn5/1cv4vhU+FE5Q4jbYbcSHNkCAq/n/Gl\n",
       "qOQGAiGhaX61qzuWg66b9Y5Yc18iWaldjIisc+rMn8j2T2QJRU3CErGZPuoVAmMRlz7/3P5dfpdb\n",
       "fC4acbEmvMF0O/TLZBThWJ4xlAjzzFVydeLyNpVuvxGBtGZBWQEA8+TlNzjIMKusjN4Sh6hkisAJ\n",
       "7dZBhRSSD+VW061CVKyMnwix8FSMs2pMez0JgsLnyOxNU1Jiac3j9Z1qBSUpd3pYpvctMe81D0vA\n",
       "dKvMb+0x8tBUSc0NWUISseEkRiMw9O9HV4Hm+7oakycw36a8MOICEFBdbjDdDtkukYwiALBSobUU\n",
       "aKk0f0RxyaY+7+v0Ffb/+krLrVVxb1ZaAiEhgahge4aoTGPerMz+S69aqxpr6fzB0JCVomyRkFtN\n",
       "tw5RkUJCGSXkTKn8iOKB1xmCkt2bVONEDx+BCm9PFjzV5EpIyCRZib7T2IdDQhqp0YgMQIxwqc8/\n",
       "6+VcyBLiJEYjMFR5sVQXOob28RSPr6rzcsbX3YUAACAASURBVCr0JLCdW425huk2k1EEAGYqtEVc\n",
       "IqnPAHJ13AxxeZty/jcRlyskulAoFAqFQuFL8KyH5TvPBUooK23OqLKSKAIn+lUUZcUuHKcoOW0f\n",
       "8lxSCMVTVqwU5ZAycUJhiZ4P9NpmxcjzXpw10up+F3kda09PqSbpkFBirq86rTni79GVEMMcG9g/\n",
       "nkU0+QOEsa0WDHutqrdAaJ6VDllxGb6z4kfLDQZdaWw0XHQ1VJQeL3xxvz0FmvfLqDHg1G4xlBat\n",
       "gq6ltFypjvtt5w/dLIm4IaFTJy97YabCtyBKVKyQzd1GWj9EM5O4aOXZq74UjZhgX4uEXHr4ux6W\n",
       "eN9prOVhuVA75lJpfqPmCUKqaQJgH3AYq8OimHmFvhlyo60/ERS2/15zhbbJ6+J7Qt+DVl9Fqa3S\n",
       "C/D1ObVwUSRUdDVMFJ5D8bdw4lLG1DeDWjn4XGgoUDjuZ54LlFJWAMAqs6+pJ9Y9UVnBvQUqzI5j\n",
       "L2QJbcs0xiMqFvm420hrKSlyu1447m5fivaakahkFJaUH8S5f8nDkkjFTmU2XVJYIgvJ81+tSPuU\n",
       "cgMg/x4ncsCnEvwqSHLu9rtgP41ARJSXq6pLeo4gcRnHKEoLgj5MM2rM0a8rHgml5VSRue5n2ceA\n",
       "OIYqLZky/vsam/oBZCstnntKek8csURoKw9LoVAoFAqFt8fDHhZBcckoKwBw+iDDhLKC11FlJZIl\n",
       "ZKUuq2rInWnNVGFJKiuWx+TuzB8r9EPH0Pa43+VoP+lL0UI/2t6kPm0utae+bgR3ntY8pWJ/UWn+\n",
       "yDK6CqMPjpzW3EIjgZL/3cPCdpDIYPLCIe0jQEhrvtvvgmM1v0smVHQqzBNcN9J5UFrUF8vUEWmu\n",
       "jBqD/YifBSCmtGSKzAGcV1oyZfz3/958YCIvvHcR6TosuZOXBYNtgqjs/ZYcUcHrBFHp6wSJimG6\n",
       "9WqsWOEdi4SEDbr852tJExXLY3K3kTZztg+2R0I/ACCGf6TQjzaHFvoJ1WFh164vRQhbRZCudGul\n",
       "YivELDRvahcjQiEWpYsdTorvP0JutPcuE1bir1V9HtJuSphHChVJYSKAvncxYqLtQW1fSZvtc/kO\n",
       "4pKq2QJwKq05UmzOIi6a6fb+6rh8nvHlPH7+0Gt6w/pl8NwhinAdlnMHGc5+la8qs58iKuqYuIcl\n",
       "QlRwrEocrmQJCUQFAIasmihRsTwmEcKSMdJ65CZWOO5Y72Yjrbs30KHNr/YXVKAIsmZXiwxlVSFr\n",
       "bAZXCsdZnCTmjQlMhHtQSZPSX+rLXqtGYAYPS3sSyfNT5UVSXQDuzTQa/TW66sL3kSUvqbFkc6lM\n",
       "IgC4kiVkqTImcXE8LFaxuQxxyRSZ6+3xDCLsPf/TwPeC3yH7md5j/xMnHxLKnAv0BkgVg0sWgRvm\n",
       "CxAVvL7FdKsRByH8kyUqVngnom7oIZr5dWZK5eN1tFS+pKZoJERSU9S9sbkkaHuM9L/T7PoUCckq\n",
       "SBKkDB3t2YI6cCj9GG9F048hSm7k15ghMnMISCYw0sP6boMu7tEKFw17E9ol1WVv18NGj6ouRCU5\n",
       "RVxOmG5VVcYiLsGQkBRGChOXzEnQT6H9I5D+mvjv5cOd7t4AU6FQKBQKhcIDSISETrA1Fu75jnOB\n",
       "fjssZQXbz3z7jfhb9vV0VSZipM34XbBf9GwfGv6JGmgHhYX1mda7MUV4E0JREWS9I0+pJqdK8x9j\n",
       "6AGGmqMuVS+Fj2HrSYicwKzVglFDQkJ9GT4HryPT6rDQtmPfvJZK+9jD9xE2onj4Bt19rliYiI5d\n",
       "nba9XQ8VacqNhGxdlf2zf5z4z9ZseS3ff/5QRhJR1ZiOAGExaq0EDzL8EecCveawi5cBtLfFQ0F4\n",
       "37pHIfpe+M9ABpDnO5GMtRF/i3Rf2ktvj4dd1PXAKhwHSvsSNtC+lPF8D1L7OC/bS6bSrdlTHxfB\n",
       "nb6bYWxqFyMi66gP0RvqpXjzuPMpzXKYiREuIUQDwD0s27C+ShIWEMNE+xg9VJQx6NL1aR89fLSS\n",
       "NtvnEnm2pcJKQeIyjpHDOg1S+EfzvVihIf7cNbwr2B7JIAJ4s/OHNNOt1BbwtOQ9LJmDDN8AmWJw\n",
       "UaKyUeUgQVTw+lSW0Amiwse2eQ2ioq33lJHWVW4ENcVSUqQ5XrD4e2LX3h7ouhKyGTcSUYrA+6f2\n",
       "FAmZSVwe0k5WhTj09GMG4fVk048BYuQmfQCj0DyTGJnASKc1a8SF9ssYdPd2nq/y/QbdtyQu2sKW\n",
       "78UgLhtP900UmwsTF98S8jxe/H8M4hL4ZZaHpVAoFAqFwtvjnx9c52EfK0sIhp/vdJBhqMZKsgjc\n",
       "eM9XVvC+dY9CVDxOFIHzwiDWGK8Oy9XMn2zYZfejwNQm9aVhoGjGT6SMf1N0bkwRfiokdEUJsc8d\n",
       "ivfVIKkp3jyaAhOZw/p2diUklFJeWJOmuFjl9rnS0voNfdi0Rqgok1EkzUHHIOwAwMr6jqPfUmlB\n",
       "JNKaLaVl+vVkis0FlZYfd2Ai/tFOoaGOf51VKLCKwv2Ac4EyxeCyReDGvj5RwetwWjMlECeICv70\n",
       "fCfWmDk0JJOqs0baTA2VvV0nQpahVvKoSHuV6qFofhSLLGjrRPqnQkJO3yvE4umQkLQXj5CE/C7K\n",
       "HNbY0MMxGRKKFI7TCUy/wUM0nLjQuU1/C8D0i9ofG3GDLt2HtE5bT7ivh4/kUNFL6KtBIkZuZ4m4\n",
       "eINPpDWbvpcDnVDoxCVSqwWAEJfX9rPOH+LeFeF38Wxp/odgERW85gbWzLzR2ip7W5yotL1p97QH\n",
       "/IVqtVZl2MgYTlQiqslThxFie/QwQroPyaMy9BH2oSkpGvmR+vQ92pDevwg8opAhFk+pMR6GLCFl\n",
       "Hm32jEpjkaEnjL9iaX6ncBy+0FF52Rs14kLntvwtex92Q6jD8tRhi5LqMrbPxCWloGTHCMTl1mJz\n",
       "FnFRvDEWccn+C6PPQJe4JOf+LsSzhN7oXKAMIsoKbX8HSOEfjaicmtcgKnitEZUzRtqIgTYT5omQ\n",
       "pr0vTO0ZI62mpKjkR9g/n18DffnfRVi8seM9vo/83yOe30PX8Urkc9IhERxtCuu1R3avjV/YHrjp\n",
       "l5p9pzCORmAGUsC/p+LfMKZA95RvKS0aoP89cuPxtmyzwnKst7G+mKW9LQtJsd7b+JlMVthoJkhj\n",
       "+xXikklV7s+APvk7p0BviqKiKi2Zyd/h/CEzo2i8UygUCoVCofC28E231vlACWVl77fklBW8vnCQ\n",
       "YabcfrbM/tgm95HuWycr076R8vrTPgy1JKKs4E9NWYmoG5qyYhloM76U6Nk+mRCUFP5x51Xapfkz\n",
       "SsidoZgrHpZM2vaZupJSYTW/RL6//1MelitmXjaW9xt8HN5ZQpKhFj+yThh0zXkBRJ9IJDU66nOx\n",
       "lJZ5Xn69fp0hFwdIvhZrkhNpzYNRF5Ep5x9UWmD5YQcmTvHK+U3/mR6WQFG4cyGTGFEZPSxxooL3\n",
       "M0QF27Uxfe86+cgQFVxf63PGSBsx0GZ8KeEQjRD+yRhpvdCPFfbJEoWvCgk9RUI4sQyNaQ+12a/B\n",
       "0UMPY/sivgMxYjHu5T4iZBEYjUi0+/j3KYWR2BYjBl2+rmXUnfuyG4SERH0uZwy6w3PdMORac57t\n",
       "axpytUlOZAnNfwjyHJS4LGodaBnbtvysc4cCyJfmJ+rJd528/MRBhhtNnw6SkEgf6X6GqKhjHKXD\n",
       "IixeBhBVMTyFJaJiWD6VSIbPNGacRu970UibUW72OTveRWHJeE143wwJSR2MzNcVlJboAjmVRl/n\n",
       "UYWF3LfUFwBZCdHUkYhBt6+rrxc5MXrve/zPRsmFnWF0xqBLiYvla7H2Gpk/0/l24qKyRJ24bPi3\n",
       "nlBaolVx8ZfzrSc831qaXyq3nyEqAHD1XCBOUO4ss7+RVOgoCYn0kcI/GaIyjQkqHdLYCFHBft4Y\n",
       "hKVicKIijY2WzG/twT3Q9rNGWl+5AbHduyfhrMKSOaPI6z+TxvA2UnvmWAMUTSU1wiYlEgNgERmA\n",
       "O0NNpsISDB9JCss5gy6ui/fHva/GvKbyohEgprzQOaIVdEeFha19I3HR1rcmvo24RCro8jkCtVoA\n",
       "RuISrYqLjupF6BshLs+X8R/vFAqFQqFQKLwt3sfDYqolx/9vJ/jVieq1UUSq1oqKx4VqtV5oRvqZ\n",
       "UVb8MWxdIeyiKStWinLGSBvZw7D+SSOtF/p5KiSUUU2yZlcrzMMFCEs1mRWk3D4AYEqJBTDqrSjv\n",
       "oKS8yN4YefYnvDGpkJAyln7SqYbZiwbdvV/OoIt7ixhz9+tZsQyHq2D+rh1RWrJPiZA6YyktaozL\n",
       "UFpQFeFKi7mH47M4qLTAR+IfZbNZ+Acmpua9GYksof3HYycvJ5A6yDAzbzAU9JY1WwyCkSEq9Npc\n",
       "9wRRsTJ+MsZWvrZnoD3rS/GISYawPEVCPJ/JV5GQ+0y3MjTvjRSl6XVQxjFSpChDbrRdTiEONtSy\n",
       "FGurDmPw3wivi2LMj0QB64cggWmEaOl7zRh0ARiRUF7QRFxIv76HuG8oQ1yi4aF3qq0S8b3IJNqY\n",
       "e1vUcNFcxj8+N35W3l7Gv93Tf4MBD4vxM0NU8DriWaFjXwtwk+0T5wJtZml+ea5In+nnyaq1lqlW\n",
       "+pkpAmepN9M9I/PHIyoi+UgQCFyfExXPQHvWl+J5VSyfSrawGu1/p9k1o/T8TNOtMJ9CyixidKfx\n",
       "1zqROarGSL6XM36XSIZRxqCLc0aMucMewT+zKJIK/QRxof3dvoLSEkp9BoAzWUKUuPCigLeeP3S8\n",
       "+d95/tDcVh6WQqFQKBQKPxBv42ERlRUAoAcZftX5QOG5A+cCSRlBGWVlH+MXf7OyerLKyqia2MrK\n",
       "kIHjKCtWinIm84crK1446awvJRsSkrKRpHsSqJqRUU2ywsZdWUL8u8+ZLKGmNpB11C+piSyhPv94\n",
       "bZbxn8I687zRPdiKi6yo9L7L1K6FUCJ+l1hKNN8T3huHUEUnfGYRUU2iKdBXlZYvSX0mHVNF5vaO\n",
       "bfyZUAxNdQbQlZbMv8ifcu7QPyPleYfkXcGfmVDQ8VMLBYUOMjxz8nKiem3YQPtQ1dpIWCdDVHDd\n",
       "LFHJ1FSRyI1GVCRiYYV+pPbXNhMVz0ArE7ARZ0JCVtgnG16hz7RcCrTZdULKdGvNM5HP3D7UvagH\n",
       "CSpzWKGcwKa0s4uk30HY+GsQGCtctPdNhISkvm1PMnFp/UioKGPQxTUixtx93eN/NslUe8zhEBc6\n",
       "n7oOuf7Smi0kvPNl1XEjVXEBYFtOnPBM3jONuMAyh4buOOF5Y69HwrMKi2Sw1cjHiXmtWitnFRM6\n",
       "31dXrbWIxBmigtdZopKpqTL4NhyiYmX8RGqoYD+LkEjtZ1UTT0mxVJRsTZOMapLxu2RIiLWnO+dF\n",
       "SCREez39YTb9QczzHj8jptsnvDEWgYn6XVIKi9S37UUhFrR9Iibd30JBiUTEmDvuA6bf1WTMPVF0\n",
       "TiIulq9FGmMh1FfwtQA4xOVEddwlmZ2zP29lgnIlowg/V6mnRavRcndGkauwqNVst4CykkDkXKBT\n",
       "854ot1+IE5UxlGETFdF0m0hJxjmskI+4D+l1sTFWX01JkVQULSvnKRKSJQp3kZC574l/m8K7os3S\n",
       "SAjbv5j5g2MC5EYzQ0uvXVNY+BzTskvfJ89K0glMb08pLKzNJRZCpdtIanT0zKJBIOBvNZtDIi6R\n",
       "TKK/gv7FPKa0ZEr5UxJyZxn/Pm9rOf4rnPD8oj3kz4Iy3RYKhUKhUHh7fElIaAjZKGGcDDInL6fm\n",
       "TYSC2jqJUJA6xgnVSGMyxeCyoaAzBsq7EElV1tQwSyWLKitUVdFCPj30Jc8lr6NubZhTmnfuK68p\n",
       "4Uroxjbdyu9NCoI8siqL4nfFaYgVEgqoMRnPTNx0y8ZtS1cTWI2YrkCMisvnRovXLcNY7S2QdseV\n",
       "llaXBdfdlq6KTPMe347T1u77wOvGREJDkZRnPsbdR6Tvw6GhdB2W1zLNo4aG1sTBiq2A3X5pnvB8\n",
       "86GK/zbvE0wIBQFgqAbvCcREuJYOMkydvKytIxCMbCjoTB2WgUjccC6Q5W05Q1TwOktURpMqiGOk\n",
       "2ipeKChTU8XypXghoD5/31fUu0L3oRln8flkF46Tx2qwwjyWwdX753sldJMhIWc+lrC6LN2Rt7/I\n",
       "w0UKNfF1OKmZuIhAZMLGX4PAzLVUtnEOwe/Cw0RWiCiTUbSvuyUzivaG6KnQUrG5vvbxP05oCMfv\n",
       "r2tcVyIukhF3v/7ZxKUVDnQMuu1tXVeInju0EBISPuG5rWPVaOHkBmfb3Nos0j+3t0lrLrwXokRl\n",
       "UBUcopJJUbYyfyQvzD4Hfw29PZrxQ/0pmnFWn8sYAzbG99HpK8yv9+XvlbMROrc176QuxedFSMZW\n",
       "LWsntY6ihFD1ZlJsuO9EUK400ZZ7W6a/c6FPf/AikWDEZd/E0dcmLm2dbUn5XfZ1BXLhHLJIU6G9\n",
       "onNSsTm69t7n+B+BuHh/D4W/hXBaczPEUKOtkb48/iTf/hPKyjyGqyaamrGmlBW8zigrbcyN5wJZ\n",
       "P88oK3idVVZeW5yoDArL8TMaarJSlE2FxVFJpHatj0RU8PV6BtqQ6VZZl8NSTSyVxC/5z8YmiEWO\n",
       "3OSfLF1h6Qt5a0YeYNoU9H1r87SHJHv4S2RKU1j4a58e+LoKoxGXfQ8L6ysTl7ZORGGRSE5bT1ZY\n",
       "pKq50VOh6dyZFGhsj6Y+U9FCyhwar3WlJWrqvKy0aAMNpaU/Z9nihtISPXdoW/q1d7KzpLSo5w6x\n",
       "v/tRadmO+Zejq/+BU6bbQqFQKBQKb49fHxLKGmlTc3/huUBnlBW8zigrfI+Z2ireOpmaKpZPxQr9\n",
       "aO3RFGXqU9EVm7Fv3+O87/5+gQkrzGOFdbzvJFdCNxnV5JTp9gBP7bXXOb+QVNejge1BMv+qISHP\n",
       "J7Rsc59JPcF9ERVI8bfMSktbKB8SoqpM25scEpJqt3hF56Ric9O80Pvs6xz/s+m+lqeUloyfBfu7\n",
       "fQWlBf0smdoqmYMSAb7XLP0U4iGhjV2LVWtZmECsQIv/+AKhoDaGkwIjFMTXSSB7kOFPQ7Rq7Wtb\n",
       "wkRFNN0qRCVTU8XyqZwJCXnF3iRDrRZOUbOEpD0EPSxjSEgnKAAjSXGzjxSCFsHTptsz60TITYTU\n",
       "aN6LhkQGE/+oEQmMECbax8rEZd8TEgmbuPT+1FuSCAkptVv665s9LpFDFenrocXm1HmP9oG4CL6W\n",
       "/VomLtf+Er8e6rPkjsJxr2WqzaKFhvof5FwdNxIa6uuwMce8UiVcXptlYpYCfr/CcuIE5ii+8lyg\n",
       "M8oK/vzONOUnESEq+89ZSUFomT9bpC/bz/675WNgGMPn6mPn/Uv35r7279YiOx6e8rtwZIyVkWUW\n",
       "5T0ZiR4jEIved5+z/854X05kJAKj+Vw04kLX8YhL778IhCFGXH4LqCentR0/n1Jawn1JR1zz40Rx\n",
       "t2gq9PKRSFX+ISgPS6FQKBQKhbeHHxJCKd08F4iHgk58o4+cCzSpI3MoCNsn1SJShyUYChoPPzyv\n",
       "lkT64s+zJy7voQ1tDIhzvEDPZLJqq3ihICnzJzLvPgeQ1wNDH827ItVUiaYqR1KUpfCPluFzJcyT\n",
       "OWSRw1NrLLxjSCgC/UBD2of/PuxNXPG/vBbD56IpLQBTmMhMgT76Z1KgsZ2rLlLq875eD+Fkarbg\n",
       "a8jUbMH70VotNDSUOXdovP7Ck56PTu25GskaCmYHtbm3pbW1t1E72ZnWS3EOSIRLReb6Ld7WDj9U\n",
       "6rIAPBwSmsnHAqp3pfA4IkQF26NERTooMVNbRZ93hFVTJZKq7FWn3djYSIqydF8L/XihmeEsIcd3\n",
       "8nWm2zi+KiR01zrTwzNBYLL+l3XbVJ+LRlwA5tCPlQLd+idSoHGuycPiFJ2Tis3114WvB8f29TM1\n",
       "WwCG53q8yNwvDXW9E/gze1lXsZgcvb4L/7xPJX7A4UBCjIq2WUjKSmvnbYaygmPmvsK82hhHWXkR\n",
       "0nVGLcn0xfXOKCsAqC7EiQq2R4kKJQseUTEVFoeEWApLJPPHq04rZgmN005ERVJTNCXlii/lXtNt\n",
       "HCk1JjHvhMQ6EXIT2bdHOu4mMJrPRSMuw71ARhHATmAyGUX7/YDCIphyMzVb+vp8XryH+5/niNRq\n",
       "AejEZdnmKrwZpeWrq+G+FlKbxRr0WsPZQe1ZvcxjOqEYlRapDouqtFivS9o32YCttOy/sKkCLsGv\n",
       "N91mECYqXAZNzp0hKnh9hqjgtdbHygSKEhXpQauSHeE90YhKRGHJZP7o8859ca9exo+kpmgE4UqY\n",
       "J6PGcHhEyUKGhFzINs5FkE+QkbaOMTZDYDLhozaXEjZSiQuAa8yVzizKZRQBSKnQnlFXKjbXX9cy\n",
       "tMvF5toLHF6HVWwuSlzoF40zxMUy4kpjJEQKoCH6Z6NPXPJPnd+HMt0WCoVCoVB4e/xzPSSk7gr/\n",
       "qYWCRO8KAMC2qnVXtHL7Yh2WwMGGs0oSS2/OIBPe+e2IFIGbQkJCeCcSEtLK6bd5jZoq0VTlSIqy\n",
       "FP5RFRxDUeH3c+Ejpy+7n1FCvsp0m7EdWP+cUETQvlGbxlmjL+9/xrCr+Vw0pQWA/H0FUqD7Ohi2\n",
       "kZUW/hqk2i1uSEgoNtf2rJxLRIvN/caCZhT8c89UYxLvRbZw3G6nkMfw0NDWPtTmOiw8NATLXJfF\n",
       "OhgRQD4ckddm4Qd7SSUbKiREEA0FnSpKJ4SEIqEg7HcmFIT3+0PTDwXt9+OhoDNnyLwDLKKC7V7G\n",
       "D/enSKEajVRlwjxmX7Axm4ydAca6Ft7CdItE5ZiP5zLQ94o/RDziR/c4BzZkci09jKZTjhXisrfh\n",
       "vm3iws23747+b6K/UwByCCdUXG6fdJ9p21LVcPmckRot0j4oUiEhliVkhYYy8/5WBCrdnlcKpKq2\n",
       "WkVbSVnB9okoBA423BTFxhwTJCpn/CjbQCDiRMUfoxOV/ZoSEZ+oTOslUpU9ZUVSTbIeFqkIXCRV\n",
       "2fKqDH1Ju5fxw4mK5Oc5Z7p1+pL/d0v+O+QnM9bCduGhmSlseMV0Sx8u03cOg6BYc1p9dcOrT1zo\n",
       "HqPEBbYNtEwi/fDFfLE5KbOova6291lpyaRA7+12BtG4HrT7Z8r4Yz8r5Xm/nonLRH65kszmEsE6\n",
       "ScSlPxtjSsu2bFObqrTg34eR1syr4koVcCelRTsxVAC+vqkCLkFeYRHrsMhko/B3EKmpIpEQjahY\n",
       "qcoa+aDzjnPliApeexk/nKhIxllJfZGuN+OeFdbJqDH7/fgHyJeFhDKyuDkPe3gapGMOZdgLnQkn\n",
       "ceKyt21mX2rOdY25EnHJpEADHCSHEyv+Po7kJHQqdFunE432/1D4M5jqsJC8Lp4xFCA39bdTKBQK\n",
       "hULh7fHPU0MuqSZSkTgt9COEgrCd111JVa0NhIL4OpkTmDOhIOyXCQXpY+SQDQ0F4bWXEi0pItFQ\n",
       "0BBGEubZx8BwjbBCQlZtFe38HzovnWOow8LW0VKVIynKlk/FChfR+wDzfc8omwkfcUXlN3tYtG/7\n",
       "0jqTR4WvYygu0XDRpJ6AHiaS+nrGXElpydRs2eekqoy8N8mUm6nZsq8zF5uziszh3iPF5Yb7QFKu\n",
       "T4SGrBot+/UcGuJ9NPvE1dDQxsN6iUq3fnVcUpfFq8MiqCbawYizk8yAURUXUabbC7C8Jfxndl6A\n",
       "kVicISp4/6X11daTis0Faqx4RCUSEorUVtHK6Ut99z3miArOoc6rEBUprBP2sJD/94yyVvjIIyhP\n",
       "kZArIaHMOha5mY2yOoFx667wuWl/I1wk72O+5xGXYZ4EccnUbAEAs9hc78uJRCAkFCg2FyEukeJy\n",
       "+3twjFiW9vu5k7hkUtm8z3zqeykjbQ7/3AeqdV6Qk8YspTBrSoqW1ryrJayPoazgdbjSLfmZUVay\n",
       "kMmHrKy8AzJEJT93JxoaUbHSjyWPitYX95ghKn1vfN/yHqV9uB6W8fK0LyVLUH63wmL3pQ9XS30R\n",
       "x9J7fL8KQZH2qvlbzhhzReKSSIHe59aLzfW+fI9+sTkL3bLgE5fM38aTmBQjQ2n5uIPcCErLojns\n",
       "E5VuNaWlqyYr8HOGJqVlmZUXyYC7d1qOvtD67uv1nCxNUdlWmFAelkKhUCgUCm+PCgldgOQtuVuN\n",
       "wZ9nQkEAGEJxVBJl7gzGPbLXwa6fQqQIXERZwWvLR8P70p/iPbbXLTCmt+sqiqegXFJYEn1fKT2G\n",
       "rxP/u+Bh/GEe3te4zzOT5rGLeh+/QPN6L6zu1bcoLd9Vs0UNBQnl/DNhkD4PXu8/tdDQti2nTnjG\n",
       "ubUaLbeoJhfnLVxIa5bDOygpjuGYIXSkhn60cMwqhJr82iqz6VYPBeEc0VCQZLq1TLa83TPZikbd\n",
       "E0Slr5cjKrTWiRcKGvcIbF75Gki7FmaxaqvMZEAnKtieISr8PQB2TyMqm9CXr6vNNbbFwzzptOaH\n",
       "SMi1s4Tig6daHnQe3pd1Hc2v+r39Pv8dLOSeMgb7KsRFXmdsP5MCTYlLpmYLzpmp2dL3NRKSvmed\n",
       "uFgpz9L1eP5QjLgs26L/HrDdIC6Sn2V/C1jfNtd66aBE35LRJ+NF5ua+Y5hnf94marbA/i7zgxHn\n",
       "MNI2XNMDE3loyKqAy6vfwof/OeBmCV0pHFf4ucgQlSwiReCs2ioZooLtGaKyt2eyhMZruhdJSdHG\n",
       "IFHJeVj0e3T9vq9nSMgVhcUiIdM6BrmZTg7m9wPEQb+/kXvjw5OP0R6YdIxHXPY2ShCMvoS43Fls\n",
       "rr0uwZTrFZuzkCEuZUr9O8BnipQdhDihsEhqCf5BG8oKAEjnAs1GWrxeyRhdFRmvhVTogLICAPCi\n",
       "5xwlVJOMstLWUfqo1yClJoPYV6pmq+7NSF2OEpXx2/7Y5qUsW0XgrFTlK0XgIkQFrzUyoM5B92uo\n",
       "L2P7JrTJfdvc1j2HoDxFQs6YrztuUliUk4PbfXrPJSj6fT2ld+w7EReASXW5I6OIEpc7i821dQRT\n",
       "rlZszgwJJYrM4fUC2jrja28pxSCIkXRyEAAAIABJREFUCIw4WkqL+jvkeyVrXDnZmc+rdwR4LT3F\n",
       "2RyUqHQ7pEAf7V0FkZUWntYsnT/UlJbjjZSUlqmY3OqnQJfptlAoFAqFwtujTLdfBOpbySgreH1G\n",
       "WWnrtT34ygqOiSor9NtYRlnBa01ZUdWNi0XgIsoK9tPTmvmexvWsvggp/KP3lffB19z3YisqT6km\n",
       "W0a64etYTtp5JfXOpKgYikvG78Lvd+VDUQyUb+n7no7/cZQWcZ6I0nJjsbnpdVGlRS02pystmSJz\n",
       "+96INbq9RltpWWiBOlynzXv8j6G0aDVaFtXDMvpZAAA+lkSxtEIK6Uq3Y3gH/9BZzROjeq1Wh0UK\n",
       "BWH7FPI5U+nWCAVh+xkDbTQU9BQyJy8/iY2ujXsziMq+N70I3EQWbioCFyEqeO16WPh6BvnQjLRS\n",
       "eMciKHS9fQ85gnIXCeHzZLKPEO3BSNbxJF+b3OgEZR+76fe0veH9bb6n+Vw04gLgG3OvEpdIJhHA\n",
       "SFwyNVv216AXm7OIy0qMnU9hzxLqhAdAJy5PZUzxz1srNKSZea15rROdp/7BSrdYWwXWV2trf6Is\n",
       "NCTVYdEPTBzfCxoa6vMf96rS7ftA8pSo2UFCRpCmrKT2kCi3H1VWnvkn33F3EbgzD9YoUZHJx6yk\n",
       "SHNqbcM6AjnxCAknHRnCknmvzpzW/InfXskjzNuf9ZCZiB77J7IK7zUCu6Kfoe0NH25krk4c2HpM\n",
       "eZHMuZ4xF/tm/nWbZOpCsbnHHuiAe1TUGLy/9Dy9SBn/cXYfsy9lU1OeLRIyV8UNb6GQRKLS7ax8\n",
       "aMrK3DeQ1iwoK3hfNc5GKt0GlBVszxpoh9CJOnad7ut9FZVkE/oElBW+XoSoqK/ruJcJCVnKyr6O\n",
       "NN/ch+7tak2VTKpylqhYGT+aaiKSHEUlkdqzBOUpEnKGCCLOZJiImAgKey8GdUZWY7QwkmTY9TJ9\n",
       "JHOua8wlxMWfn/8tb2rfK7VbJFOuVh3XUlrckJBAXNq/reD5QwssYmgJYCYWUohIS3lGUi3VaeFG\n",
       "3GWLm3BTagxLa/aUlu21qiZbMQUa29mY9jahOtI+AOe0Zq60wDKmOSOWdZ1SnbEvLlyVbguFQqFQ\n",
       "KPxIVEjoh8NSVvA+VxWewEb2ElFW+t7A7gO9L7ZfKQLn+lLIHFllxUpRDoWEjNCP1L77k3KKyl2q\n",
       "ybTHE+GDRfidrM7fqqXGTOqLobjMXhj2Db71m9t5uKCvP7ZL5ly/cmvfTqZmy95O66MofZ8uNmco\n",
       "LV/iYSEGe09pqSqzPw+BwnFy2AVo3RKl7opUc0UL40ihIJxjCvmcqnQ7hmjEMFIiFIQ/vVCQNKdX\n",
       "F0XKCNJCQX42z7mTl6OhIHqdISo4NkNUsP1KETgtNCOGkY7/jxIV23QrrysZaLWQkBT+yRKUTOjG\n",
       "yiia5j1BWCR51/XYGCEhqzotAAxPSj1cxB74QqhIChPt6+O68jXdY4i4GPPQ9vYaNtuQO8zxULE5\n",
       "m7jga+bvgX69cLJx4wnP7fOOkkTsy0JDW3sd45x737FtMscKoSHel8MMH7GbWmhot2DY9Vd4pVsg\n",
       "Blo1NNSMXX2O2WyLcxwkVTgckddmwV/cVAGX4FcqLJR8ICInMWeICvbziIrkS9GIykQsSD/Ns2IR\n",
       "lTY2QVTaHtv7FiMukorhpSzvpCBOVPD6ShG4KftIm2PYt9zH8qm4CktbZzPbcC/7/bk9S1BSlW6N\n",
       "vvMe7/m26mYJWTcVj0QbS++z50RXHPgDhD0gQXhosr1pxGVs84lLJpMI70cyiYY5bi42ZxGXTJE5\n",
       "vO6kIkNcPDJ4PESJV6a9ft4XWF9lzr0vyPMaJzsvG/97G0H5xURuOPlgt7ft91UKLg9LoVAoFAqF\n",
       "t8e/Jt0ooOGcvaFnBlkl+MVrKbzDM42EcFK2NP+wfy/kVbgFkTL7s4rx9UXgXA8LWS+rrJghIUXp\n",
       "kEJCWuaPFP7JKipPqSbSKcPuGFQv6IF/yprd27Ip7YL6YiguWrgoEiqKZhTJIaGxzVJanq7Z0vrd\n",
       "WGzOUlpWJexWuAeo7mNoaPnYyDPYDg0N4SanZgtIJfuVOixzbRU9NIR/tFPJfoI/ExKyQkH4MxoK\n",
       "ksNIcijIXEeotyLNsT/YY33vOnk5Ewr6ibCICrZniYoYEmJhnoiBVvOlSOTEIyRPkZB7PCz739An\n",
       "WWfhujabf0rlpUSCjZ1T2BfSF1hfnI+RHPy9AcDCH7gtLKCELXAOMSTEr2fiEkl9Bvh5ZT/6Z4Yf\n",
       "GsLXphpoL5zw3H/nvV2rhsu/QEnEElpf9vtv68yhIc3DwvECI3yEHhN22vFvDAmF67BMVWxfi66s\n",
       "GHVY1Iq2grKC60z3vDFknZem4BjkI+JdwWuPqEjXGlHpKkAnKn0dmXS4PhhKdo4xvlE3TlQyZfYl\n",
       "BSajrOAcGWWl7U0hGZaxNktUrIwffm0ZaDVfiqSeZAlKRgl5Sw+LtYzzUSb5DRrYw7Kv1x+EUZ+L\n",
       "Rlz2+XFe7bo/rDM1W2g/eV78tzErLVYG0X59zBWojmsqLSfK+fPPnRBxaXuwictk6AX9PV5w70Jh\n",
       "uen3M3lY2H1YG2nhfS14z+rJ7Pt6dYMsIlHpVlNaumpClBalDotYFRd29WRKGTj22t564U35lQpL\n",
       "4esRKbP/VNVai6jgzwxR6WNyRMXK+OFExTLQamEeSU3JEpTHQkInCAvPxLDmCYWE+FDj810qALZP\n",
       "Pw4aHqLtAc7eJ6a8qN/+yToR4pJJgcZ+WiaRRVzurI5rEZenK+gWfj/KdFsoFAqFQuHt4R9+qBxw\n",
       "CNZBhmZ4h4eL9L54HS7NT8ZqdVAyKcpWKGi/Xo17yjUI4Z32DX0OBfG98TBO5HygTCgIrzOhoH2u\n",
       "nLLSX9fYdqbMvm/CzSkr+/WWVlasFGWurFgGWs04K4V/soqKpYRcUVjmijBxvG763jSpJicUFytU\n",
       "RMNDw9gpVCQrLUMbXhtKS6pmy7Fs/NiAa0rLpXL+bT0/NLS0vuy9aK99fq+j5w5JKdNTNKS9Zvy9\n",
       "jargC+b3zTrZGa/xb35hnwfWvwQvfCSV7l825d9wojS/VrOlh25WAH48AKvDIplyuQGX12WR/rlW\n",
       "SKhwCpyMAOSICrbfUbXWIip4faYIXJaoWBk/nKhIPhUr9CO1v2BLE5QMYcmQkCseFl5YS54/T2pM\n",
       "AqOQFytUJJ0NROfyiMt+jz1gcV2BuEQyieieM8XmKHH5iuq4H+QtwzEVGipkcSthmVKgsZ0abbWK\n",
       "toKysl8HKt0ayodntpUKunnKipVZpPYlSoiqrBhzaapIpIptRlnBa97G5+eYPsRvguRXyRAVAHwP\n",
       "7D6SXyVLVOhD2yMqVsaPRjokNSVtujUeEpygmORm4X3zCst6PGoHU6rktAOd1GSIzGC65S/NITAv\n",
       "AIgYcwF04rLfm7/Vt/mBKyzjXu8sNjeuM6stACPJuIqN7PujvQ7ci6608M+hiNKSOSiRz6EelMj7\n",
       "EqWF/+64OVZSWnr2kd2XQss+4vdpB666TEhUuhVToGF/N9GAu8Anm//o+6F/lmRQCkvhFLh6AkAJ\n",
       "gq+sYLunrPw0RImKlfGjkQxJTVH7KmrJUyTkDGHBMSv5NOV7QKzKJy41wE5pzC2NdJbzVfXFIC4h\n",
       "Yy6ZgxKXn2gW5ET9Sjl/qqZszntdKGj4if+OCoVCoVAo/DH8cyvBCmZbgEMW4nVX+NCHwgSFc4iE\n",
       "gvA6YrLlY7/rXKBIjZVMKEhbJ1JbJaqsWCnKmpE2ZLptYSU5vKMpGHuf8wrLNdPtBdCPGBZOarUu\n",
       "At/Leg0Nff6IMXefY1ZaoqnPYn2PRGgoU6tlXkcODd1y/tAwz4LTHHvclPUN060SGoKF/wILXwke\n",
       "guq/4pE/LPCaq98ef2DToYgE94aEFAJDM4PUom9nSvMb/peMd6WNCfpRMANp9KPY64zF5kDuoxWU\n",
       "k/Y0PejnMW09+LmIlNm3iAq2Z4gKXydaBE4q/qYRFYt8aEZa0XQbDP0gUbFICL9nkRBelv6KhwVI\n",
       "3JsfKNjnD4APxVLlExHTCUwkVOTVcJGISzSTaChiNhEVfj0Tl0itluF1ifOyQT8IL9DfU+5l6QRp\n",
       "b1+FMfi7bVWO+fsL21RMjntj6N7aOthX/Rsd1wHw/S6TQPACeC29iJy4KT6WGmwiReaO9rbyB5sX\n",
       "CcrKvC0nUR6WP4Rouf3hYc0Iw0Sq2ticsoJzecqKndbM+vL5JfIRICrz6/GJCl5HiYqV8RM23R66\n",
       "jNhX8aNYxGKay/i2ekWNMbHIn6jrpplurbmOn4LyEjXrDsqLIhhPyotEXIjaAhAjLpHUZ77OndVx\n",
       "+cu9cv7QAgtRUo6tYF/hZOd9nW0uQOcoLR+lsPxqlIelUCgUCoXC26MUlsKvwd1l9jPKiraOpqxY\n",
       "KcqZzJ9o6Aev7wrzZMJH+hwJBJQXdT4hVJQJEwEcMr4QHuJ9hn0QFSCa+iwVQMsoLV6tlsrMKfxk\n",
       "FGF5A/DKtr0dWrt6wrPhXcHrLREKwmstFLQpD/gXqUdw50GG0n0tFPQUokXgpOJvGlGxUpQzRtpo\n",
       "6Kd5W24K88x7yceoJYqQ/l0SIsPDRiaBOWHQjRhzh37YsAlF5xzi8vEQs+h7OtZf5tfTQjbt3+k2\n",
       "3beKyu3XuB76ObYp9LOQe/vYOTSk+3Xk602ow6J7WcbXS03L3LzbPpsr5PStKMJS+DWwMoEyygrA\n",
       "4Q/55s+mSMZPVEnBD23a31NJLBIyj80TFokQ8Xor6+Hi+zz6mhVNmAqDBEYkLu3ByhIEIut8AbZt\n",
       "ftBGlBavuNydxeAKha/GP/EMZ4JNqUy7Z/z4ZwdhX7z2zwGa54icHQQALXtnGBPM/KFZQl52kFXp\n",
       "VsvmodVteR+O354Obmf8MGVHCPNoJluJqOB1hqjgdUZZweuosmJmCTGiYoV9okqKpLx4BMVWWOJ9\n",
       "NZxRWNQMHQmYIWEpL4Yxd+877zJadM6qkhtRWjJVcfHaS33uRte2jJryjF0i5w6tv+wjq73HTFlp\n",
       "ZmISauPnC21C9hGfm2f29CKHeraQ9lzoGUfz/Wl+JVtooxlBPP3IOndoGoMZweM6C3IAMic9V2hv\n",
       "G/eP6c0UZbotFAqFQqHw9qiQ0BtAU1yG05q1U5kN7wpeT7VgjnvWicyad4WvT+9HvSs/DZlicFFl\n",
       "xaqpwpUVy6cSCf3Qa9rfU1SsMM9Tac0pBYX11z0rc6ho6sv/NFl9jJS3RVBazJRnMqYdNbD8rH8r\n",
       "zauieVkW+v/Mu7Kxa+Jl6e+C7V1pxeiApnLbXpb+b7CrUD10xv59Vtr0W6AIS+HLQcMxWijICuFo\n",
       "9VasWiuZUBBeN4Iy7WUmKtgeJSpWTRVOVCzyEQn9YN+9/XPq2/vEwzz3eFh8ZAhMuO+y2v4WgClU\n",
       "FKndYhGXUK0WMoZ+lbjzwMQW5sH9LG2ZQBaSHhoqFL4CRVgKfxKpMvsBooLXUaJipShzomL5VMKm\n",
       "24NQjB4Wm6D8dA+LWkofYPK3RIhLtNT/HcRlyKpxiMsPFS4LhTTKw1IoFAqFQuHtUQpLApLXxMsO\n",
       "kjwn/Owgjqfrimjg4RmA2bvSQirCQYeRuiv8ZyYUNK3D+mQOMnwX0DCQpqxYPpVI6GecSw8JXfGw\n",
       "3BUSesLDYs4ZySQCGGq3oNLy3anPCDlLiN9DxW/OYPHK9kuhIV6bpX1iKHVZlm0RD0Qc5599Iv2z\n",
       "6Gv/4W5MzfqY2vu26LlCAD1bRyvet5DXV96YHIqwFP4kMgcZZqrXRkNBpyrDMkMtNd1KIZ99nc9p\n",
       "jAYrzMPvTSRKOetHwnqQBKnmyTzL3oL1WT6nPfbT1lbWt3uQxvbBBItoxCUeX+nvvVKFF9ffIFRc\n",
       "DoCEhmBRi8rx0NBTReYKhXfDv+1l/7H3Wir9xOW9fR1qsgAQtaFdzycxa7Va1HZpjFZ/RaipEqm/\n",
       "gj+9+iscWh2VLPi6UzvQTB9obQD0AatcbwtRIPi8+utQ1Z+N9+tzeMrKrJ7EDz+kc3tjJJWGm2wz\n",
       "BxlmqtdGiYpUW0VTViSigvc5UdFIh3Zf6ougfT2CkiFgWmVVc4zSbikslrKi+lssbwsz4va5fOIS\n",
       "qtUC0IjLQvp6xKWrnr460ky31KiL45mYwX8to7l3NOBOtVyO+x/0i0Hw45IeitgzifCu4vlpChJp\n",
       "a69LJnoLjK8BYCF/i+Mf6Z2VbjfyWYnKSqQei1RnRdwjbWvpWjiPXI9lqK3CTmfm9Vg2fA9o+zGm\n",
       "11sZ67HgCc9D7ZXX2Absi4yEUlgSkIiFFwqSiJNWip/P+dXgcvH+/+OHYutbCuYtkIrARYjKfv05\n",
       "ERHdhCvfp7BUFI+gbAmFhT+46N9bNuskREKM+1eIC6+SW5hBuADJhBoJAzDSQ/FdFXo56YHJFH30\n",
       "W6CH0o42Hhqfqw2TkNeNROgvoP7FFQqFQqFQeHuUwlJIgYeKaLG4TCgIr92wzvGTGm3n+bZxjLDu\n",
       "HALSQ0F9HR7O0UNBeD8aCpIMthllpY+xPSr8vhUSssI+nqKS8uTwL5PkT0ozRWfCRhGlRQsfWUqL\n",
       "aMQFgEiRuUhxObr+HkZahr5aaKiFeUioQQsNdT9WN4ZyUyiLIoghPK02ixqSAiBuo0LhHIqwFAo3\n",
       "4gxRwX4ZorK3fwp97ewgi1hYYR+PoJzJEiKDOxRikiEynLjwdnovQ1zUmi0B4rJGDRyFQkHFjyAs\n",
       "3AeCmMy2goH4tx0kyA9TREhm271//3+rFP+0TjKkSj/Eo0baTWkbro0xU/aOMcecFYT3ZmUF557W\n",
       "MZQV2v4UJD+K51HhROWsajIRoQsKy8L6rqR0/rJ9sL4so4iV2bf8LxEyMisbz+gA/YC849pTWrYl\n",
       "fFBiL3m/mVVw6XJ0bi39VpvDmne6T0r2M9/s4G+hGEr1N2VoNsjy14GtcxE+HCIbaZdf4h/hr3dZ\n",
       "NmKmPRrbzXHsT3kvfgRhKRR+Cs4oK/v9Tb93Qr3QiMpZ1eRtTLeBcBKfY0mQEHyvRaXFq45rKC2l\n",
       "sBQK11Gm20KhUCgUCm8Ptw4LTPVRyDWvocLqr8z1WdYpfKPVVuHrUbi1Y0gdFtrm/dTqr1g1Xbx0\n",
       "5h6uQKl2EefZ74196ZxaDP/OkBc/gXnfw3hPq2bLx13fw4jBQMtCQZvQZ9zrJpwdpIeC8Foz0FrF\n",
       "4c4oK9ge8azwuTRTraasbEJISAv3WGGeWZ2Jq0DbtvdF5WMMPY3/3rXwURu7vXrhOcXwiRgMrWxP\n",
       "KU/LCaWF/9vwQkMLbBA92bmfjLy4ByTyfyPrsrV5eeqw5gW6iumkZRYjovtoIaUbwq3t9bBU4jHc\n",
       "1M3Ie9vRVXtfAeb6NWhABuV3QD6z8V6rjtva53os3mc9D+ds26KGePDZhvVYlo+tjWk115R6LGKY\n",
       "idVo6f8E8BmKH8C99kqrCtDWO8biXMLnz48ICWkeFo3kUNxV3O1dwMnN1C74VOYH+kimNoFoZN83\n",
       "Slw070rz35D7nHTM+0ht41dDMthmiYrkS9HCPSO5YTVaLnlYDF+KEfLZ97r/FENH7OFvEReNoHz8\n",
       "4VwW/u/2Q3kfpRDe7DHZ0d76ZQH8JMJ3GN97/o7Tz6mPRtZwPdvLsoFAiBohG/emrf9TwZ8NH9TD\n",
       "gjhuIkHhY8vDUigkICk3AKMC4la6ndQUqoKM61gnMU8KSqDs/hllBX9GlZVNSGuOEpUNPlUFpff9\n",
       "HK4lXPGwcKJCx3JFBclN86Ecn7+fx5gF1pm8BIgLVw/69edwDaTfrKTElZb+tWGel+6xqSf0HXaU\n",
       "FqqHaic6t2/yuC55b9aFLY6zKepPofBdKA9LoVAoFAqFt0cpLIXCL4SkrADsCowU8qF9pPCRNj8f\n",
       "m9uk0OaoJVLISA0TNf9BfS8rFH4D/jxh4d6P/f9X9Z40VkIPT8y+G81s2zw5zMC7G03ltTwhnsZ0\n",
       "p72xirT9jCMh3MIMZC/BS/Ob/Ca0ai1tA5BDQfv916lQUBubCAXhtRoKEogKtvPQT3t9hkF3fn9s\n",
       "T0sIlg+F99HCE90nqRKX/h7N9+fQ0MquO06dO3TsuYdmZPLET1x+wfZrT2HmoSZ62CFtWBfrnsxg\n",
       "qe9lXncMl32w9p38cm+MPJaG2vh63vlAr62fT46eEf4s6LVjxnEgrPeX8OcJS6Hw16ERleG0ZrcO\n",
       "S1xhWZae4QPQfSrHBdscay/VpFD4s/gHQtowRU9hWqbrjac883Rmnva8LWrastpO041fqAgoY4wU\n",
       "Ze2n+FoViKc1K+nM09ibvi1xNWbaG7uW+jwB+vq07CCp4i1XcqTKtvvPTR8DbCwx2+J1f982NnY2\n",
       "206v7cGjqSMnL1snLPN5OLGQTLha6Mcy3XoE5a6zhMIKC72e1JfxM60RowDJ4e+1pbTcaQHkf4fr\n",
       "shBFDzvJ5ltM+d1VCKYAMEWgfXwTtWmugjv24WIGHYPoY8csnsHcyzrzbJ4z6Pvo6gP/DNTmv+uk\n",
       "5K6+7Ncr/10ydTpzWvOLpMZzNSa6L3PPqCge6c3bQsYo6c3bIrQrKc/tT2dpb06bGw32SBsWfJ63\n",
       "a/1MrkKhUCgUCoW3xZ8PCYmqiVLYTRsrQfO/vIj6w9USfuYPVSi0PURUIc7dLe8KjrHu0Wup/spv\n",
       "AE1Rpm3ST1osLutdye2JKSDw6gqKYrKV1JOosjKW8XcUlYQKtS18LPn/YEhouGb38H2yvCxaUblM\n",
       "HZbpd2h4WXghMO5l4aX7X7D92nL+/b0er/uZSN2vsrDCcdzLwovdWX+F2tlCff2FqD/jH1rfB+6R\n",
       "KFe8vovjNdmgf75+TGoZDHvKqDF/AX+esBQK34mXUFPFO4GZQjv/ZyYynYxEiQolKT5ByYSEWMiG\n",
       "EpgLIaHmjZmti/GtJeqwfJRAXSh8KYqwFAqFOBSikskSWiYVZW03WlG5IgOFQoGhCMsPg1qa//jJ\n",
       "zbcUXtqxNJafHdT6eht9M/CzgxDcbLsJ75zUNszR5OrZpGqlMY/Xn6qyYpXf56rInN48qydRZWVQ\n",
       "VRpR4ebbl9hugXOebursJKWpLomQUFOilNBQSwogplHrvCF6LbX18A7DERqi1c/xb2Pd5JAT/g31\n",
       "d2CZ2vq6PHy04x1LzNMy/+1coFYx+ugDY6iDvg4v+MGPBNgNwbI5+beX5v8LqK8xhUKhUCgU3h6l\n",
       "sBQKBRvbBp6ykjv8EMG/L72EtkKhUNjxz83pZrVU6DWvjzLVX+G1T160pgqv4aK3T/VXAjVWeIZP\n",
       "bMx6rDPeU+cCoWoty6bpWTZkneOtnU9YnrOD+BgOr7bKJvTRMoCGPkqGwnQoIdmzV39Fqp/S9zLf\n",
       "G/YqjJn6CPVX6NzD6wiEeXj9FS07aOzzXLBMC/vs/3+iND6bdwoFkTDQ7FFhe8gcfogRALwmbzMP\n",
       "D2mhIcnj0uutjObbXk+EzEXqgwD00NByY4Cgh/0A1mO/PcwzZgtNYZ5tI9Vcgd3DPY9vyrZtPYtG\n",
       "qceytHBJn6ufuMwyVsaEnFZnBDaYarXM1+M+MnkttLrtyvfEsoVWNrNZ6Zb0AeghIlrFdmV/nD3U\n",
       "NH6W0Wyh9p62tqNPewbg77yH83kF3bZ/GOen9VLa3wzPdlJAK+pybL1oTJsfAGARHwZj3ZVea4W0\n",
       "WzVaAABWXOjV133hwaavYSyvz0JRCssPAyc7rT1QOE4r79/v49h5PT7fg7XUHgEnRL199K6IheM8\n",
       "csPK8e9tnncFyUH3qXjeFQlzlhDLAAoUjstBJiophQUJJyMuGXWl7X3IEjpIzvH6zhh3eZaQ7WXR\n",
       "y/jv7Z38ND+Nsif+N/ZBPCx8XZ77rZ6l9AaQCtQhK8WCCy2duZXD36bxPH15nr8TJP4Z+HThuMLX\n",
       "ofTXQqFQKBQKb49SWAqFHwKpzD6/dwZWKKiv4ykriZDQ8VNSWramlmBnOTQkldnnKdGDCgNMqWIh\n",
       "pv5Nvr7DFQrvivrXWSgUCoVC4e1RhKVQKBQKhcLbowhLoVAoFAqFt0cRlkKhUCgUCm+PIiyFQqFQ\n",
       "KBTeHkVYCoVCoVAovD3+LU7RnH5e2FjlboEXqXR39D1yEluNH8wqxDXoGe2tEt7K+oztAADLUVlo\n",
       "fY3VIa29t0qBzuujc2AlwW3pFQnpXDxxc9m2XuGx9V3GdVmVyIVUU8TiYm1+VgSpVVpdetXElnDK\n",
       "xmrFkl7bQv5/nB9zSLFqZPsVkPzSVmyuFULD3//Rl+Sh8ndarRIpVNnEwRtLM+1VOOcxUx/+vm59\n",
       "8ra3NpZVp8TXQ1+AUo2yvT4sHEZ+T4ieUruyMeM6vaCY1ee4xgJ1NCW3vQfrfA9I8TRhTO/zMfTp\n",
       "KcT474ykG+PrYzW3MqW32p5aZUt8pStJV+4nONM+WMV2aWM/yP/3trEPayfr4L11GfusMF/PbR/j\n",
       "HOwnbe/3FnZvkX8uy9S2tHsgXy/DO0nfPjIvjoV2jf8/z4/z4hzzGGm+/Xqb7q9tnvGzq82P1XhJ\n",
       "v9W4J6+3kb2Mz6Opnf1caZsxPx8zt7Fr8tnf96jsQdvb8nL7SHOpfdZ5frye+76UOciYVenb1nlN\n",
       "62JfYGOB7Y2i6rAUCoUE8GG841SxUIGoFAqFgof6pCgUCoVCofD2KIXlh6FJeMdXW6zdyeVO6Swh\n",
       "lCY/lW/D0tgmwbbzPo7r4+f5I/e+FgseloZhsKN9ZVIBPU6wje16gjh3O7huW9u5Qk3yd0NDa7uW\n",
       "zi4G0r618MVxf4Me1tk+5ntAwj30JbCX047WnMJzPTTEz+HTQkQRcGVlrFrrhIKEsM/C5tHDPes0\n",
       "ht+TQkH4cw4XyaGgVfq3J53kNrzqMewjtfEDEnu/9wU936iHSmD4iZ870uvw/qx46IbOxz8Tp705\n",
       "cxfeD0VYCoWCjWUhR6dijBrL3x9dUhNqj4p6hBQKBR1FWAqFH4KFnP4LsH+r/NzY+TknNK+mcDAz\n",
       "LhWUuBG3jz2aEx6W+RygUVXZt6AoK8ZZP/P7o5twJ9WFjS0UCu+H+kpTKBQKhULh7VEKS6FQiGOS\n",
       "VNahOQb2PUlQVgqFQoHjX6tPjqTRAAAgAElEQVR7omA56qG0eiyHm29biVmv1VI56pisY+rjspF+\n",
       "U3GJQ9JuBTjGdnitYx0XgFaPZeNFUKT9O/mWzWgqjNFqdHTD5jbXFmlzjGO6kXHr45V6LBvT5l/b\n",
       "1t5MPqYZy3BvrA7LJrR59VhW2Hr9FeHe/jrneizYtrKHF6/Hsg33YBgzvdfNI9Ffg1TPBYAahKV6\n",
       "LMrrYO8NtHo35EVE67HAqxkv+z3ck2y+3UgoQqwFI7QPf6stnHL8YOZbNOpadVjca9qGlwv7R+eY\n",
       "SgcwdkNJCoaA+L3FCO9oZtsFuFG3G215H8tsi+29Te6zthpVsxnXq7/S/757OzfbWvVX9n5kPlZ/\n",
       "pRldj/dVrI+i9FkDY6z6K3g913NR6rGQObz6K1OdlmFN2Xwr1V/Ba77/tkdrDKu/0sfAOIbUeJnm\n",
       "U67N+iiBn36tFqE+ilZ/xai1otV56TVWhBouvN7KdD0/2EthKRR+MNCLwb0sCDEDKEpUKEnhXM0j\n",
       "MAamPRKSMt9zisEtPXsHsRo+l0Kh8HPx5wkLZcyf7dv2WFG3pfCyb9jLsqn5nF0xGL+5L0v7zqsq\n",
       "LUtTJNpKTaXY2JPDSy/evw1tw/67MjEqH1RNGareknu88u1G0qu9tOmfhIU8OvF32L/xynjBKla9\n",
       "3e/t4EoL/xsb+k7zj+2W0mJWwL1BYfEIjAVNRdnvccKlExW87yory5zCnFFW8FqtbGsoK/t9kkbN\n",
       "VRM1VTmXd/WTwMOHevVa656Sqmwo6lwd4e2LVFmXV63lcwnrRVR93kdTWvi4v476KlIoFAqFQuHt\n",
       "8ecVlkLhryOS1sxVEZ4+vZ347iOlKPPwjqasFAqFv4ciLIXCNyJT6fZluMt56Aet3S2kQQ3KkkcF\n",
       "hHYrKuGFiAKQap/MISHZdEv786q18zpxkqOHiD6mkE+hUPhaFGEpFH4hJtXkwLrMJzo3WKbbaQFl\n",
       "bAKywhIz3dL+U4G4UmMKhV+Jfy39SEH7pvZqOcX7z9faU52xT0tNZunNLQ/11VKguXOQpy7T9OaF\n",
       "G1tx3U0ZQ7sKacsauNFphdF8K6U7z6nCbPvHJ/vW0mYBXiy9j5tvN3FOTLfdhr6R9OZXMwVCawPS\n",
       "Iplv26+SG3XbXo9rmurYzukZxyBwHZ6WObxWvGbv0db6Lep73vq0Pfb3qJ/vsg19YXqd3STNf4e9\n",
       "77g3ip4Ozkyw097mNGffbPua+vG/a57qLZGPqQ8ofR9XWATCEjTdIlaSJTSrMbPZFufUlBRJWcGx\n",
       "mTTm/X432mpmWymdGdu9dOaWHtx+Lmo6s5W6vLQ1WR9jDG+b04HZTxI05OnMktkW+2lmWymdGX9q\n",
       "6cyTYVbYOzfbqmOJOTaTzoztc/oyM/eSdGY+xk9VNsasbH6ebrxsejqzMtcwhqcz89eB/GHV06eB\n",
       "z0VQX0EKhUKhUCi8PSokVCjciP5tm529c4PSwo2t1PdyRWlp871FSMg23XKfykK8JRFlBWBXQLQ0\n",
       "ZklZwfYzygrtVygUruFHEBYeqtmUein4Y/tc5rFKvZSfhlZ/oD1UxtogvGouDaHQsArAHBqi9VOW\n",
       "yEOLYIVeC4Y/LPmDse9Dv4f/00JOZC6tci+XtGloaKx6S0JOrG7KMLdU9Xboe8xBbr3OPLmD6A9Z\n",
       "ut64hwhxaQclHg9WDPt+HJlAmAFkmXw5edpCQdcREQ+LRFB4vwxRwWut3spTiIaC6E8vFLTwMNKi\n",
       "h4JoyGRs7+tMoSBlzB5Gmtuk9dYWBiGfKW3/IIJXt93ns0NBNLTC27S6KF69lJ8G6fVqYR2On/Je\n",
       "/AjCUij8FOADg5brB4CY0sIezpksIQ7pZGcA5ltxSCknk8PeHvKwaASFj6FkxyMqGajF4WA9raz8\n",
       "5iJwhcJXorTKQqFQKBQKb49SWApvhSmsw7OvNvr/Y2iIhpqGMQDCgYjHPZTVhdBQDzmNYTe+WStr\n",
       "KKO0aAckdqVlZddSn3leCikzC9WKXrtlDBnRe9I8dK4ILBVFS2vW7q+C0sJDQHwd6keZw0WaerKc\n",
       "VlZolpAXCqLhHz8UhNfQ5rAye8Z2uo4MS2ErFL4DRVgKhR+ClYU4rGJzfYzcDhAgHYOHgHlWNk4s\n",
       "TnhYBIqXISj8vpai3MYSoqGlLxcKhfeFW4cF0b5htThur6nSvjROxTQw55p+1e11XGjfZZPbpTG8\n",
       "Zsv6kuulUETqsWh98NvxtizD/RV6zZRucsW5YOg7GNmYoZQ/VLphrc9JD0Lc23Bdrhywa+gKATej\n",
       "aebVdVn6YYdczTg235QJvG7f2ahagXtl7wmp+6IZc626LPN8+Po21t77TbVu2krs9RClhSsrmopB\n",
       "lRYtxhpRWqzMIW19dU/K/fHARJ6Rw8vt996vjf2r4N++EwqLRUqy1Wrpa9BUE+m+lQ00/CS+lTPK\n",
       "Cv4MKyvk2lNWpjkWXVnppttlas+Ybacxag2Vec5o/RV64OFs6pXNtv31kbZE/RWci9dfsWqc9D06\n",
       "fYU59TFz/ZW2t2AdlrGmijK/WlvlpddfWZWxZMxUf2Udx4JQu6XJ3Xx+gZuUwlL4k2gfiqyg3EBc\n",
       "FnoHGnuziIsVHtrHvgdxsfpIyKgxHiJhnXmMrIBQUqKlKkv3M0Slj8kTlf3+EiYq9AHtERUty6ZQ\n",
       "+K0o022hUCgUCoW3RyksCXBJ8XNbhHL+O6ay8S2cRCpYHH0+2dfTNv8tu45jDNmM3+JQvu2l59n1\n",
       "srX6OHONEz00tCr3EBv7n9divMdK+2DUnSb+XrSU122dVIqI0hL1sGj3T/f1FBdzrO9DmfcWDwn5\n",
       "Hpb5IMNIUTiurLwLqNFWCwWZpflZKMitrbL4oaAW7iF7nEzC09j5j2j5pn+o/LN+bp9DNXPYSg4j\n",
       "UUivuaCjCEvhT0Lz/tDQ0Hw20vHhYoWGuH9GWR9DQ5mCa22PQlXcDxZqevUyfse2XsfVJxk7rm2T\n",
       "HU6Wxt7c/xKBRE60MI52XwoJ8XvcUGudC5RBJBQEALAu81lCWiiot/uhoHcjToXC0yjCUkiBf0R2\n",
       "LwhVVvafmtJCv1PwgxcldYRei4dHNp/sSCwG061ihp7TnftCk7FYOCBxmIu8rixxWeHlFpdDaIqL\n",
       "uhdlLi8efJcao88x7yBDUHj/ue9cFRf7aYoKn4v6VjKeFYD+Ny2mNWtEBa+XviONqEhKhW66XeR2\n",
       "onx4hl1qtLUOOaR7gza2lITCdRRhKRS+EbQyrlerBWFVx+V9+jrn+mi4MhYRUVgyioukpGhzaqEf\n",
       "Pi8NA1Xl2kLhe1Gm20KhUCgUCm+Pf+AUfFpWxmkOjXv3CPLaKXItlW0jufLt66FWW0WYg41ZeLy5\n",
       "LX/US6GFN/B18Hop80t1+3R/QN+z3vdob9EQnHtpB+T1sfK6TYqFOaSBdzcYQxlSPRact5tSeeiE\n",
       "hTqo1Q19HCw8ws23r2UBWpNl38OxHgsNvZj8ve8hERri87qvTw8x2aEhfK3tbRHnp6EhKdV5WJff\n",
       "J4hWxe39SXiorWcrLpm05iuKSwRSSCjvYdGr5GrpzVbV2t5nTl3moZ++jh4Kwp/RUFAPA+VCQXit\n",
       "hYKsAw4zoSC8tg45pK+DXnMDf5+fj53X8eqvDIcfevVXDJMsrxXDa6qsgpG2v6e22daqqWLVX8Fr\n",
       "rd6Ktg4dE6m/0sZo9VdCY+R1QJpzaht/StykQkKFXwP+AUuJheeNkYhL6mRnAIBt0YnBHcSFzUX3\n",
       "jbD8Lbz/nR6WMzjnYZHDPnJf2VBrFYHrY2e/ikZYIkXhokSFnsCcISp4rXpioFD4+SjC8gbo1WOP\n",
       "Bl5hlSo5yoMX2kN1Vgrw/xdHWZEf8LOSss817gO2bUhxBjCUFvJa5vTYUWnhVr1hDJv3qQzI/nvA\n",
       "12MQl0BxuX2MvAbFRFwQhvIypUK3dXWDrrUHDV/nYdEJCu8vKSnaGK0IHF/HOg+ozRcoChcnKs9C\n",
       "SmHmxGdOZ+aKhGzepfN2ctXVE17Z1lJWcN2osoLXVPXWlJVJARFSlDm09sLXojwshUKhUCgU3h6l\n",
       "sBR+DfQTnunJy05fnIsoU99VZI5mEO3beA3tUrE5RCRUxBWJqbaK8X2Gqz6vE999pAMHtTW1wnGD\n",
       "wiKEfqSxtAhcdP2vxq5IxENBeK2Fgurk5cJvQBGWwpcDpV8wDz9EuXaZ7ku1WQD0+ix7HRYe/hrn\n",
       "kIhL5qDEfY5OjKKhIfqafE8Jf/C+TH/LOPYYw0NFw9j4w/qekJBvunXbCUmJm267gZaP1Qy10gGG\n",
       "Up99LhYiEoiEFgoa1ksQFVw3cgghn0OraCuFgqYx71IyuvAnUISlUHAQOigRAEAgRi5xaYvEDLkU\n",
       "Q+0WRLCGi4RoxlF2XnW9DGFRKtHGTLezoXYmNyPJ4O3SAYZSn2EugUh4RKUONCwUdPyTjnCm2F6Y\n",
       "pnTI0pjK9FrJZ+ORTtxMbjxlGdONyT91LVVZSntm+b6qAQr3s23uGCkdOdJnbz9ezzJnhWjfPDH9\n",
       "eE99xYfYaAqD9ozrfQHG8MSsHhxzsW/7UrbLFjDb4vV4rhD5VolnCBFVYb9P93v8j2e+3bb2Ce2d\n",
       "JSTdzygtUuaQNMegyrTX099Lem2d8HyKuLA9ICIZRb2vn1mkz8XWvUmN0SASlgAx0ebwUpPpXJaS\n",
       "Mvbtqorbx8gEihIVep1RVvA6o6y0vSnzWmcJuWnM7PNqJdVxF95XMNvOrydmvt3Tpz2zLV+np9dm\n",
       "0pnbHnnfQPpx7+unM+PPTDozAMCybn46szBGTWdejXaWkqzPcXymkHUaB2DpzBI3eY+AbaFQKBQK\n",
       "hYKBCgkVToF/O/rcSOG4pjhgZ11piZzovF/3+7PfZRwjKS2SEXe/1pWWzLlD+LojtVronIjhm4P2\n",
       "+sDHmVRofS4dV8JHfY55M9dMt3YtFdruhXVau3EeEB9rpS5nlBUcm1FW8H5GWdHX4UoEGwNbWFmR\n",
       "Qlx1rlDhLG4lLCjxtM+NlpiAT5AXbEdoqf0d85ANj62sL+CVcxf8sHwpH2LLq0vlNEwk9SXLaaEm\n",
       "LdwjVbpV+279Q6D3xYcXC/cIlW+nh+Vxb2tBE3ygz6GhVoeF79EIDfV3YpyXV6Ide90PibjoRl3W\n",
       "TomR0sciLpcOTAwSl7Z3MAgJIVEUt4SKhHViGOdZrPCRO5NPdnRvCw0JjS/AMtJ6xd/4nFK12tbH\n",
       "ICoA8NhBhmKWUIKozOuMROVOUGLU2oxQ0P4zUYfFCOtI80pjh3CSE36h1W15PRcvdCNVus1VrfXD\n",
       "Om2MFwpa55CRGgpS1tnDO8q/f8dykkUpLIVT4GoKUOWDl/M3lBbtRGf+cP4paMQoSlwQVpVchEDQ\n",
       "tL6cDEM7uVh/Y7niYaUqv5wjPSKQPSyakiI/RUfTrUw2pGuv+BsfI1Wr5XN9VzG4pyApKwAA9IRn\n",
       "T1mRsojKWFw4i5/6b6lQKBQKhcIfQiksfwj92z8LOQmhIS65aqEhmjVEM4boPUtp0Q5IxK9h/PvZ\n",
       "a9umsFQkNGTVaJHfA3qP9QXcqxYa6jv3lBaEVNa/3QMFy6xEXfkGooaRJJzIQuKQ1JSIkqL19xQW\n",
       "qqp4tVT4GKm8fp8L5zjuK36V/d7YduUgw+k+UT4ioaC+Dg+Z8NfVlRV8XVFlZQw9bco9OWSzDPu0\n",
       "Q0H1zftvoAhL4a3BP3ABdD+NSVw4MZL6wEhczhyYCKzNIy59r3PRuXYP5wQBymtu+5DGBGGFhHiN\n",
       "Wi0dOYJIdVmNyFiERQv7SH0jhlqpiOHe51gvUFvlzoMMJYNthqjs15vap1B4N/zzTDHtY7fVY8Fv\n",
       "vi9YXlibBfsyM+zKrwHg1Wuy0PknI+3gOOV1XfDJIZtvl3WD9VgHP3S9w6tW6HVKrD64JQAYzL2e\n",
       "+Vb85t764jdr/KaOD7k+l/ZwpGbeHfgQ7w9GTQmwlJZNaJPmb6QB+jenjNJi1mgBmDwtZ4lLpFYL\n",
       "HXu2nH9b08gkGl4fYrH9LXQdxFcTGAtnSvMjNDIS6RPxpUh9vVoqfY5+nyspbWwwA2hoM4gKXmeI\n",
       "Sh8z9rGICl5b2UDSOnuNmLiysl9vwmvXlRW8jiorknFWn1+fY56fXS/ArjeQ6rl417z+imukFfZm\n",
       "mW33OV++2VZoV822vF5Ku/9K1V9p7V79FYGb/EqFZX8zjovPo609EZ1xAbQMnWVrsrlHXJAMiSm2\n",
       "re8y9BWzXLDvVAxunHMgFss4JkJc+AeES1yAPIwzxEUw4uJr3q9n4jITEp+4fFU5f0S02Fzv339P\n",
       "YrgIIJdZhHAIzLCON9dDuEJYImEe6dpLTeb9VvJvcJnWGefQwj50fouo4LoZooL9MkQFf2aIyt5v\n",
       "m9sMooL92rwBooLXGaKC1x5RmckWIR9T2EonKjhnhqjs1y/1nvXT68PhFYX9iajQX6FQKBQKhbfH\n",
       "P09VmOpNESkbT4/VQkNiqf72VZaFhtrXVSmMBMM9s4w/WRcAmvT2uc0nwxbuw+4TYQpKQGlJlfEH\n",
       "AAgcmHiX0hKp1aKuA7hvW2lp/YWic33PXN3CKZZYmIjCFDPGm1rtIgBa/+c8JNWEKx/TGCMnNmW6\n",
       "NUI/Uvsealja/0vreIbafX6+nry+aLo1lBW8zigr2C+jrGB7RlnBfvzfa+FeUAWHt2XK7XvhHRoK\n",
       "wjnU0I8UCgIAWEkYif2c+hL83pDQga19eOCbcdwQQkPtgXRiHS80NPY97ikhBf6BIWa5YF9nToDF\n",
       "PGdIvAZ6hg9/WPOH5379+cPUR/6Bfld1XITqb2Ef7Bv5s3yxe22udg4VfwDPD08eTuJ1V6zTdV/8\n",
       "3k3kxoNFQlqfMx4WhXyIffm/OewnkBTtoELPUCu1WcbaKFH5aYiEgvA6Ewrax27C/Hb4ZTxLKNiX\n",
       "9IsWgaO+lUgIiM/leVc4ohaHn4R/TZ1QwNUTYIchAhhKy/EJPigvk6kWGZihmrCntFkVF8fg/o9f\n",
       "JjfhSsSF/yPwiMu6bMI3XJm48AMNh3XYg29rRlayH0UJ2FQfCp0TFYc4cVkcoiKnAeMLiCstmTL+\n",
       "+/XWPsEzSov27e7u6rjavPPBguN7T9sk9WW/PxMK1e+CUDKOJFyKD194et7mYTEIytR3IhtHH8ef\n",
       "sveR1/MMtVLbHVVr6Wua59eVFbzOHmRI/SgRZaXvjT/0wb3OEJX2ehyi0t9P3i75Ufie5jk5QbGI\n",
       "Cv6MelekdSyTLW93lRVhTn+MXh13VlL4NVFlmNlW60vxKxWWwtdjN6mORCFEXBJVcfd+IBpx23wE\n",
       "kXL+vS+7v9mG3PF1jMRl7KPsDfuZmUWI8T1qaxCjbn8dOQIzgj2ADTXm20JCxn2LoPD7ESWFrmel\n",
       "JvP5Z9Ig9dGJCs7tEZX59eaIyv5a8ucCSScvW0QF91MhocJVlOm2UCgUCoXC28OtwwIs3IP9t9dr\n",
       "CAsBzKGhyQy7Asy1Wo6x2ygLpg4/lEJDU80WvKWHhnjMzwsN7TFPuQ8PDVE5UjNKvppwgH0PBQH6\n",
       "Ojw0tLBv5VJoSEx17pdiaKinS3MVwboe548oLWbKM4CotGRqteB+tEMb576knYejpD7Te6D1kde1\n",
       "UqF5u2nURWQVFwuGGpM2+wqQ1BQvPGR9S7cUlX1u0jcQ+tn7ze2SmXZff2zn13SPkZRlT1nhb8UY\n",
       "drH3cuVcoDH05CsreJ0JBeF1JhSEY7xQ0BR2EfwoPI3Z8sHofhe51onpR1HCSmN4xw8FtTFeKChx\n",
       "+CFwkyydwzXqsnXWDXjdlSkU9FfqsLwjqKFXJzk7UG6n9Vn4Cc747OLeGIm4mDVa+uXoYWF7ihCX\n",
       "aBl/SlyeKOcfKTLX2+e+2B7JJKJjKTmw/C3qHnEs950YoSIxTEThEBgLJrlJeGPU+SXC4mzPChlZ\n",
       "BAVgJCmR0I/WbhEG2i5lHkWICrZ7RGUmTHrVWisT6EqZ/QhRwbkzRGWfm9ZFgdamzd/fA5uozEcE\n",
       "UPKh9DWIBe9beA7htOb2kdRSlWn1W1lp6X27IqJVxUUjD6+Am6p0u85jFv4BbSgtWqaDRjDEzJ9p\n",
       "7LNp1ZpRmJIPvPd5oXy6h72U/UhiIsTlu6rj9n1bfVlbkLiMr2ckLn1dmNozBt3ePrZlCYwFi9x8\n",
       "OOQgA8+3MqxjdLUICr8fUVKGdtKsE4axXSrlHyEq2M8jH1MG2JIjKnh9qWpt4lygr3igrwbJ4aTj\n",
       "uT3oygpeZ5SVNiahrOztgaq1gTFTGjObA4y0ZlFZAQAg1XF5XyutuTwshUKhUCgU3h4VEvoiSB4W\n",
       "Vblh5wPtYaTjWzYLDWUkfv7txwoNIbeNnOwMMJ+qfBeaAnN7Of/4HqZv1I7SQvtqRd9Cig62Hz8/\n",
       "jp000YSEDdq67HW9WIeMxmbXbGHXJ9Q7SS3xvkFx1cQaq6kl3j1pb4twb3rvFWVFHGsoK1lQJSaj\n",
       "rOz99DL7TyESCsK9ZkJBWUgpzFq9FUsJ+SrlphA5/BCjO0Jtlfb5rYSGgPQFOMJASlXcXr1WCA0l\n",
       "K91SVqD+EQmhIe8PjhMMS7KyTLhT+IZfC/4H6mfZ+x7/cISDEoe5tsWp0QIgEZeFjN/n94lL+Nwh\n",
       "Ehpya7UgvrE6bu/L7inEReqrmV+tVGje3uam9xS/i3Y/Qy15eGmc93yoqc0htFmERBvT7zkkRDDO\n",
       "tnsOsYuFhGSiMox1iMqQeu2EgqSQUYaoYLsW3umvaxwj12HRQ0F4nSEqeB0lKmPxNxjnm+afiUob\n",
       "a8yrXUdMtrw9EwriY9xQkBFGylS6lSra0r40dKPVYZFCQe3ardkyf1aVwvLD0UiB9q0f+kPr8+F9\n",
       "RKviDiTBqdXS5z/+582LzbX9an1bO39vfINum5vc1/wu7b5LYCwY5IY98c8oA4hMXNrKIrIICr+f\n",
       "ISj8vmSmHdvZtfB34WUAifN8cRG4/rr4nJuxJ4WMwPi3/hR2AmYTlTLH/lwE0pp3dKWlpy7zc4a4\n",
       "0kL77tddUZmUlvZpfUxGlJb2DyhT6VZLgeYgSsumuR7lIf1UZaOPpLRkTnYGGB+eqtKCCwjEpSlC\n",
       "fG/TA7ITijY/7sVRWvZ5ZKJiERcv9RnxncXm+uvjfVk76W+Fi+gYK7PIW1e8N166BMbCbeTGWydB\n",
       "dywBJhPmyRCUeewytdExWthnuMeuzfDRNxWBA6EvrpchKnitE6FZWcHrjLKCPz2ioqUumynRZkgo\n",
       "rqzgz4yyArArEmFlhVaT9ZQVYR1VWVGUECmtmZtteQozNerClALNfhKU6bZQKBQKhcLbo0JCFxAx\n",
       "WZ1JKebzSrVUMkpLU25C5w4B7N9fFGVFmWOfx1ZWJKXFq9XS34M+RyT1eX9PevuVYnO9TesrtAtK\n",
       "lzfGM+giJKOudA/AV1wsPKfGjHBsK+M6mZCQoZrkQ0LLdE8bo/lU6BhPLdnb4soKrntnEbj2uowy\n",
       "+5licLNyoysreB1VVvp7TdOa48pKf12y8pBBxo9SyCFRhwUbsP9rPuwQu7TQ0N5CK+BqdVj0miqv\n",
       "qTbLuUq3fmio1WHR4jkcJ0mId7JzZt6n0Fz37UFvE5ct814cPyPVcRHfWWwO4RlzxVANW7fdN8Z4\n",
       "1WnNkFCSwFh4itxM69wVEkqFdbyx/Hcwj53GKERFIkqeoTbS9+kicHwfVtXaDCJEha73DtBDQ69L\n",
       "5CYSCsLrcCiIEqNkpds9VKOEnqa55joskVBQm2Oq2SL0YSiF5QLWZT6tWcWJCqNDNsjx84zSkinj\n",
       "j3Nn01SpOz+qtNwNMQUaAK4Wm0PckVHU7h/tWICNciM+HY/+j0LOpt4Tlk09YDK/pqlAYwKauVlc\n",
       "JzGPTVh0QuKOVcgn7ysRm2jmj9X3ShG4pxDysFxRKxLl9s8oK3yPvE8GLglZtlPzFk4QFnzTd6Vk\n",
       "NtUCkH/s7BvqJqoyh7lWqIoLAPtfJE91bk+DRKVbLQWaAE1N0jlDGqJijExCbKVFmvsUcTn6Rsr4\n",
       "49z9oRxTWuR5fOLipj4jItVxhb77HgHuqN3SXucV4tL2yPrRB5UyR7s/qEBxNUbbo4ZMrZrMvByZ\n",
       "odY6GdUkHRIyfj+e+fZM5o84z4WaKvoe9aq1vS/f47ky+/x985SV0dxrE5VO1ATTbYCo4P2IyXa/\n",
       "frljtJ8SMbKUFVwvrKyQ9GNXWWnKCN5/qX1hVa6JWsLTmEVlBWDvbygpGsp0WygUCoVC4e1RIaGC\n",
       "CE350JSWsx4Wr1ZL30+PnWRqtux7vFZsbpr3gKa0yH3tuaSU6NaXdbXXySkuFp5SY66skwsJ6WGf\n",
       "jKICMP4OourMlVTl4d4NReDmPfY5tSJw8+vp6skTHhYthblQQKQr3dJ2fjAiD/eAUAF308JIUlVc\n",
       "AKA1VXC+OQ4SqHRr1WzB13S8F9LBiMNYAV4X+o/UqoIrblUcc/QJhIb6fCxkg31vOuE5WhUXSLtX\n",
       "q6X3JeQgU7MF4HKxuT4vjPNKe3P68vsIKcOo9TUenj6psgmMhZ8XEtIJCl8nQ1B4f4/s3JH5s+8h\n",
       "TlSw3TqwkCJSBK6/njnMo87LxwxkKkdUMicvS+GWTCgIf2ZCQdoYKxSE15lQELaHQ0F0nWilW2kd\n",
       "7TBCIbyjVbTV6rOMRl1t3vkDqBQWAk5uPOKSUhXIP2yN3FjERR9ztBvEJVPGf7+/qfNaxCVTZG6f\n",
       "M1Idd143kwLd9n6l2FzbwqikaMRlv2f35bBUk7v8Lvv9+N/sU+RmXife1zrZ+QnjrDSXRlB43yuZ\n",
       "P3SPdxSBs1KVPWVjmov9/zCvQTAyRAWvw0SFlNs/Q1Sm9QJEhY+5lCUUPIn5r6M8LIVCoVAoFN4e\n",
       "/3zKcjA8ITQ0t43hHvy6Kh2OyENDPEQjHZiIe902xu4zpfmN0FBGMQGQWa+mhGTn/mlYpJCQUWQO\n",
       "wA4J6aEMvdhcm1fwuEi+ln2POO2stEyhmBtSoPvrmcf0sU5fcp/v8YNdXzmjcC6mruPKX/ddHhZv\n",
       "vjOZPtL9aN8rqcp0j3cUgbNqq0gelbHv2G6GhDRFBP6OSmCFgvDnNTUmXlvFGwPrPId+kCHPLCLr\n",
       "KHVXpFBQa/dCQQI3qV7w9jMAACAASURBVJAQwfRH5ISGts9zISE2fSg0ZKU6D+1CaAj9LO3sIxL2\n",
       "kOY8c8Jz5uH2DrBqtgDAUGwOoaVAIxboXKK9/5xcH7Bqq3iG3aEvm5f39Qy8Fn6chyUR5rEIiXRt\n",
       "/X40kyq91tbTfCpDm0NUfhqeOHm5vUfLuVBQWy8RCsLrSyGhYCjor5A9D/8WwdhC0T9Yj36Jh3Rj\n",
       "TjjD6zWoLPusKNMsR99ZaeFtaBDiFXBTlW4lpSVwQOI+hM2tDwkVlosQl0iNlqGdEAzsM30oGsQl\n",
       "UlzumPVo39ovwlNa6F6jHpaxfSRLVs2WfR2hOq7WlxCXF3vMqBlFiEBmUX89/CG3kHuxOUJ9HQJj\n",
       "4SlyM62TUViMvk/4UKT7EYLC55r6OIbafR5fUZnXkZUVq7aKVjuFzkvbx3Xmf9O0nV5nDzIcjLoO\n",
       "URFNsAmigtcZotJeV3B+a0zkYMOwshIYMx1wSOdw6rCINVeUirYpMGVF4ialsBRuwbrYGUT0GjGa\n",
       "e2Xi0ufv7ZkU6H2dudgc3Tfvu+8VmtrS9qtkFLW5EplFHJJhl88x7TmA6cEbH5oq4585D4gjs6fI\n",
       "a9e6nAnr9Pubei8yF1dDPEOteC+Qqqz3lUmWVQQOlHbJDNtf10xUcP0rKlyhAJD7rCgUCoVCoVD4\n",
       "FvzzAsgoyyAP5/VS9jZgbXrJfsmAuw/ZWF9ihmVtvdy+ERqKluZf5zHR0NBG4y0K7goNZcr3D+1b\n",
       "/za1oQFUOG8IYAwNRcr3A/Bvl0zxUJSWtkfRK+OHhFI1WwDEYnPzvND67nudPSxaCnSba5HDRPs6\n",
       "Y7Md5tHDRXyu7LfWx3wpXxUSujBfxsNihX2y6swK26RAeYba4V6itoqmrFi1VdIhIcFbMr8uHpaR\n",
       "5tVDQW2dYChoVIzyoaC+XjwUhD8zfdsYrPkVCAXt9+Nl9q3S/FMoSCi3r4WC5vnxc/4lzD+Gj0Rj\n",
       "7dQGbF6Y8OtDQvzNsIhLxkTb5g4ykqvE5cy5Q9iOD6n+j94nLlaNlmE98eFpExdEpNhcn3sOCUVq\n",
       "tuz3l1zNFoCB5LS+jR+NxIXe9zKLEHcRGI+AXJHhf5rp1uuzGH0yvpQIQRnmJv+eaNs+lj+k53ky\n",
       "tVU0omKRkHBISPKWTK9rJip9Hf4e60SljQkSlTH0lCcq+/V8Xk+IfCT6AsCQvZNBvAhcfu6fAj+t\n",
       "GSvGotKCLOglV7+lfSSlpT0PmNKyrXNfABjSmnlV3P50E5QW3Ivz8ob9c1boKC3wmZj8DdAe9Hht\n",
       "EJdIcblhDDiG3H7Z9xMoNtfn1hUWKwUa18+kQLfXoPVlxKXdj2QWIS6oJpbfZe47Xj/lI/gq0+1d\n",
       "HpYzxlm1r+JP6feFNoWo0Lk8oiKlKuvGVnn9kMIiKR/sXusbqFprzTu+zvzJyz8NEWWFXqfmJkqO\n",
       "qqws/L6e1szNtoPRNqOsHD+ntbmy8hfTmpdIdtBxP5uauy49VJNRWqJmxruUlsavflktGP4Bi2Rj\n",
       "/uAVarcglDL/Q+0WrS//DFn8zCLEB3/YkP/nc1jf6Ln6wjG9hMTf+N3Kx1etw8mINDYb1gGYCUIb\n",
       "KxAUfp8/UCOZPx5RkVQiTVFp6/7QB3sUUuXZiLKC12m1ZImX5qckAdfMIKqstGfeL0SZbguFQqFQ\n",
       "KLw9ApVuD/Cv8LCZByMePcIb6eZeKYzEVRJNNemhobZyxGx73HcNuhwrPHJQotQ/UlyOzimtsWzj\n",
       "NzMzNMSUAS80NPTxQkOkOVOzZZ9jmb4lnqnd0uZVziWitVt6XxD7tvsbiGGids/AcD7QjeGjaR1H\n",
       "kaHwwk3jvLl9jOvE+2rqSWS+Kz4UgFlJ6X3tfisJofA+Vqqyp6xIYa1oajJtn5UcTQ3qnw/cq0L3\n",
       "MK7XFQt33snTIhVyU8aQs4TOKCv4M6Os8NcVUVZw3WwoaK8mm6zDMoRqFHPvNGauwzKFghKQQkGt\n",
       "nVe05aGgvxgSKnT00Ale7z8l4mJlEA1jyEM9WmSu9Q8Um5Pmtgy5Wnsmo2hfb5keWlpGUd+jn1mk\n",
       "gY5TjbttTvKeO58h10y3z5AbjggJ6euc73PFh7L3UeZV/Cl0nHX4IN0bHesRFSnzR/WhGO2a+bXv\n",
       "Y2xflrkIHN3DuEdCBrR5BaLSXk+QqPz2UFdhR1xhOYDf0vd/GscfjaK09A/0rprQFGcAPc15E8cc\n",
       "CopSFZcqLWYVXHEMZYPOGAqW6vyU0qJnAflKi5XyDCATl0jqM99PLgUaAIi3JJICje2WIVdrT2UU\n",
       "AchZQlpGESKQWaSBEhrNuNvvkw5vY7o9/8D4DtNtxCg7zasqN7JyQMfpZ/mMc9hZQuO1ST6UPYoK\n",
       "i0BIpNczZuJoe9BIiDCvQVSwPUpULJUkoqzw9yKirOB1RlnB9oyyMq0TzBbaja22stINr3Nas1jR\n",
       "FgCkqraa2dY8Lwif61xpMRSW8rAUCoVCoVB4ezwaEkI2RdOcpWJyAABbIkWYzysqLehngY/4vImM\n",
       "oglvrLToY452QWmJ1GoZ2sn8kZotfT3mLWFKS5ubhIr+1961LbqO6kg5q+f/v7iTebDBQuhSwjiX\n",
       "09RLdrAQJHslrkgl4elbWv9nRCRTAr2Pb3AJdPN6olJoC+w1WZVGp09+zXcsIxJeaupd0RiJWVGT\n",
       "7pqTakIqe/q1dH+hhkVpS29FVvSyZj2yguhRrPXOvSoHDHavR0Y1+kgH34Pmi0c+pF+vdDkTWanv\n",
       "wUBkpTzPRFbMOcCBhpnICr+ewaZpZaxy44xfVY9y3S+Cf7YgxtIty/qyyIMRu9RQ5qS1+p/ap4Yk\n",
       "yUkdciIOYJzZOO5/GeeXCUZc+DWkZwsRNV14LeJSffOUkKNvaf3HKSGra27Tu6XAKIHmvv5KRqns\n",
       "u5Ab8rHxlJD0K2927PVHXwsdSXUITobcSFz55KRSQoDeBRHHIroT3K+8aYt5zjp+WbNPVIZSQsrr\n",
       "jFJCXhO4TG+Vfm2bqGj7+K8jkwpKQyEfVipo2C/f24P7pTrGHzVucq/otmy2ITJ6g7gMuZGREDXS\n",
       "coyNRG6gk535dY4vjLR4lUPNeHn5Wx89eBdqlKfRSrEvMxZheYk9bsb47reNiryM8Qf70izvR3n8\n",
       "qzeXY1ysoQRlbL2LBJto6mDqQsw2oAoyvuh9lWXITYcLottZJASdQxQTFF10q+8z7umitebvCco+\n",
       "tx+3SIi1nlybSCcqZdwUE185b2ESMpGV8nwkslIeM5GVbg4QWenn5Cp/Mmi0Mmab/RkkRKssuinC\n",
       "EqlY2hgKNd/W8pyhSITbdsdtiUt5gZoIVyt13vfmEJdjrIiOIBFuREy06+C5Qw1xCf5GZhMXTYir\n",
       "zznGWeTDLX0mau6AmRLoYucJcve9vLrhTEXR7oNFLwRB8cbhyqICQKhroXn9ymtun9rRmAje74JN\n",
       "7PE2clPWU0kBbkvUEw/EF+RXefVI9ZG2J190q4831UKWX2W8TzWJz2vd0zkeRVTOvZ3kAS6B5kQi\n",
       "Sh9t/dyRc4FGiEp5zNjWOQmics7JlyijkZWNN8KLiIpCPiKRrSaw7SMoBoHhQtsosrJEtwsLCwsL\n",
       "Cwu/iNWHZUGF/JUVRlqIUj1bdrtXE9XhGOndUue65x2hWhbb1or+PFjvlvp66q9GctFUKlMQ6XDS\n",
       "RxHcSK18T5xkQybVFAF5CajgFfWb0Z1Ee7DSPZrv+AyjEsXwx0Jb8bfvRUKQKA/fu1YKXW2syId3\n",
       "lpASWeHrLSwUwH1YatJHKQvJpIasAxJJnANzNTVUxs7utUBqCNWsNCU4jp6F2TapITDnMys1NHLC\n",
       "cwHSZK6bFxCXas8PPxTXRnq31LkiVaR348VTQlFl0blnto4h2LXAiUeU5rmUEgL9Rr6ln4xAt/pX\n",
       "CEA6JeTs8Vr1Ue93XHT7Mq+NpHlcW4OoeJU/UfO3bnyzDz9EmsCdtmKPYl3tdXmpoLq3gVRQeczY\n",
       "ErWpGiQVtF9/NvPlNem/7g1NBfHeKolUUH09Tr8Vbqt3rZV+yyO1vrZzzEwFqaLbh/UVUSC+mjTz\n",
       "CcSlnMCsNZbzmsq1c07ykDrZubyGrNj24VyTYMTlFw5M7PwFxGUfE1+OBnE57Z0oiVi3jm9EXYRD\n",
       "fuE6Ghekosgb88b5RswjACwkoib8BpkVR7s3caMkW/XTvfT8r2Htk5IlJt7rQd4ZNGqS2YMXRbFI\n",
       "h7yeirAohDxT+RM1f6vjzKe8sfc2GpEg3dYgKnzPCFHZnz87ggCTj+3aQYaZdvsZolKuw0SFkYUM\n",
       "UamPBlGRJKR5niEqZdwiKPWx/4b4npTQwyIhfbTldaGiyCMu2bLmnVkWf8fjF50/JO3vJC67jZEu\n",
       "EsSF+/TSRY0Ptj5yRhH32URYgLOK6lgQYbEjL2wT1a9/Q28ITSRg5SmGRKpp34dDQuQlbx/dTTof\n",
       "YanrAlEiVPC62+IkZM4ebIIi92ORDnkdirAonxGLqHhpn6iXSh1nPm0bi0gotgFRaYgYQFTK8xGi\n",
       "Ut+LBFEp6w6dCzRA8FGiMtSzhUVVbKIyUFE0GUt0u7CwsLCwsPD1+CdO9La/u0ueSeWHQGro7pOd\n",
       "iagpa075lUwySA29rCjKGxExdS2dBJ0/FKQaOlHua2O/7vxIS8Fzs6M6SCn0X/2VUyIt7d9bWZ//\n",
       "+i/eumBCGWfrvYSuCvWhXYs+Zjz1Ff3FNn/TiWgMkR9l6ANVtnG36kBZs/aeZDQlRO+Lmni2aJon\n",
       "usave7oUbxyJqLTreR1ojfV4FAMsVdZsEGQiK+URjax8A27tw7LZZc2zT2BOpYLKo6ldKffd/o8n\n",
       "oWGpIoy6vvlSHeKSOSix2HE9y+431rRkDkrc5zA1BiK2Lde/uLlcNOdKO/8CTRwLVRQREb18fQuR\n",
       "nipC9rBDSRmJdBH3K8czehc+Hl3T4KWTJFxxbwSHWFg9ZPQ9yHRYbhtEc9I510W3+vzMjRYlIdE1\n",
       "ft3TpXjj6CnKfBzxK/cmUz8k5mjdahExb+tjrM0+mgLS1s+kgsp4JhVU1xnowwKnghzRLXSgodNv\n",
       "RXvcpREJonI8hkTlmzUs5c3RGsvdfu4QEdHzSZlzh6rvD3fFLbhaScTXb7QlgX9NHItUFNW5x5Cm\n",
       "b1H36p4lJGyF1mW3ecmh6nffx8sda9ezNSy+vqWHR3YkGnIY/EDq3xM8xOKJbv/EHi8c1hzqcIhs\n",
       "YqJHaXDb81r8AtDoz6UIixM1sSIeWhVSRkjrRVL0vTkaFkFU2tfu+9XISYaolOeIVsVaP0NU7Dm4\n",
       "gDYDmKiM+FajJdf9zsbncxoLCwsLCwsLCwGAlFBBYVvnSKsYsKe0qaGDrRmpIa1PS3/uUJwagtr3\n",
       "s3F6EL1e5RdLu38zioLY3BxpES7e3s5f+iSyK4ke4vflk9ivO/FHhJRCn7b6L1A9VYRVFjV+k4ct\n",
       "7mu+zGsavOgMOk8HXq2U7R3T+L35LKE7tCatnxi3pISAdIyVovHPHZKRDyMioo2ZtmeEwtKodBGP\n",
       "Jvqj+7XTPmNt9qPIirV+M/fmc4GkdiTyQQ+7FNrrtYKmgqCTl70y50QqaLfTrolUkJoSgkW35Wl5\n",
       "o89bV4a4ZM4dOsdbjYp37tDuuSc5CHFJnTtUEBETT/ci4REXULQyi7hEpc8kxlW/BnE57TZX30Kk\n",
       "p4oyAl2+D74X80bOv/zBTrpyvd3ffSkha54Gr1dM70veuBIk5EJO6FNaE2QOMj+VEnL+Zvh1LSWE\n",
       "nTv06sYsv2U86qUiX8c+x3g9Yq9e8zfNb78OTlTKI2qr7evd5wLVPQBN4TJEpY4jmhX+nngHGTq9\n",
       "VlJEpTzvtCvyURPd/iLKG3c89bri0r+4LqW+6UhX3DoGRlT49Ru74woXw8QlqiRC1rGIS8Eu7nX0\n",
       "LURuZRH3Q0RQJOQugS4fl2vufj8TYckQp+7/x3Gd0sYYyERHzuvziAUyB5mP6lKIbIIir/PxjJAW\n",
       "6aEifXiRFG2vvKdKpJVpXoc1x4ywjDWBQ23l+p/oWqvtYd/ASVSa8QyAgwzvOlX5LgxXCWm/dZFI\n",
       "y4wTnlMk5PhDQCItr4TfO3Ey2OPB6Y77StzcItFUhriQsNWyZAVFoFn2Wm6if9uLXseNrjspuHy+\n",
       "5K/+10ayDfx2+JDvRfH5Uvf5avZyVaBL1J6vI9/p6L3ne8/c+qOvG+nLs7+L3ESYTULeTliMce2b\n",
       "FY2weEJaRECbSfNElT79uEamDBLAyRocYWGpkwRRyUIjEhZR+QakT17O4KaTl9XISnm0qoKcKqGI\n",
       "rSwsLCwsLCwsfBz/nNTHgIxuPPjvcD0h4EZaVCHuaX313KHdd58agg5MzJw7VHDn+UN1DRoW5Cbk\n",
       "L+4cGWnhtnIb0daQFA0k1C04fHil0ajOZVSgK2HpXhD7zK+IrIbFb82P20ZzM5iZjsnaRnOa+YlI\n",
       "imUfpYQQIS0ioM3oUvqIh763K0Jaa6wd7/UqaGTFi+TY6Zw+smOlgOReZ50LVP0ibffRyEriIEMZ\n",
       "NeHrXDnI0I2sEO08IoqsKNzkRzUsFgnZwQ9MvOvcoYqM2LZcj0iNBk3Xoq1jT+227MHWrLQjWqro\n",
       "ikC3jgNCXenDqzRCdS6jAl0JT98S2Ue2zbzgelb8y+F9cqSX7CGM1l7CEoDJ6aM6B/CbISaWvUVQ\n",
       "6hxASLuJv1nuG6nw6efoe0R6uVg3drUBnmlrC2tRouLtCSEqZTzUuzgC2itVQredDxQSlbzfTyKu\n",
       "EpI34OaNlrem90ZaihP/wMSiY4gjLUhzuX3uuamwkkgjJxGpqT6Vr7wLxEW4uERczut95MUmO7av\n",
       "jtyUz5Mj1D3H9C9wHnkx9yRPdgb2YEZeepNuHQtawzoEIRGS9pOiJleIUEEmOuLNQX14pASJas2I\n",
       "sKAHJXpRDE+n4kVS9DlYJMXyEUdNNFtDcCrmcA1LRFS0PWWIirleII7dyQdOVOr1rqw5ICoKMQrb\n",
       "7SMHGaolysoYkR5ZKeOZyArR/odnVQdtzEYAF93Wm6wns7yHuCC9WvZxlt4pl8RNBTp/CCQuu62R\n",
       "LspUCZl3Uyfy8qXEhe/FirBofznmevKHyKZHXXZf8lflgRe5fV2IeuIS7WGHkxIy0kgWhiMsCSJE\n",
       "hN2Y69yb0keWD6KYkNyRuvHmIPOtuUgVVCaKIYmKLrqNCES/90xXXP7IbbAIy1O1tciHR1i8UuUR\n",
       "otKtZ5zh46V30NTQTj7EPRJI96BEpXnMEJW6twRRKY8ZolKeyzFJVJbodmFhYWFhYeEXkdewqKJb\n",
       "YmN0jj+R3+43o7Lpdq/egYlwpIUoFuZmRLfm2/nUoyxszrsjLXKLrU2fJrLWiSM3Yr1X/yvx/Ktz\n",
       "UkXHj4PozCLs8MPD1g0HGLoXwHxmSkgW6nvWVgoPQT6+wtb5YNQE8RP5u9LUDkm7WJEVTafipX70\n",
       "8RfcFddP81i2z24sisZ4ERakt8pIZKWuZ0VFOt+9HgWJrOzjz9CvKrAFIyu0fcF9t8AsXX64kRQL\n",
       "+db8iYMH5bfARnNPePZSQ2cb/ytfpd+P84/3eHC65M7s2VLg61LmCnSLXUagu4+/ai+Ymvop70X9\n",
       "sjq0TrwfCuvjwlHeG+/93MQtPGqsxl+TTG15kOtIyD16BOdd5KZA+xuL/NyRuiGySUfj13ir7aok\n",
       "5fUZN/Z6XRnPCGm91I+6vtOHBUvzWLZ9SiUiNx4JQaERiG/urXIrmvROnAqq45lU0PFopoJS+1VI\n",
       "jUCCsBxoSn+j201/O3P1LMx01vlDSBv/3cfA+UPNS0xEWrqf9YZWxdO9WNCICxhCyURarLne/E8I\n",
       "dHd7FjVJHAVg7s0okUb2aNor5dQIMpEbonnRm2wVlOpDGYtuJndEQoiiaFmxyUZY+nGLoMjruoYF\n",
       "IRDGOsUWKGuOoyYaCfGFtNZ+NVtkrvmY6Fbbre/oUartQJWQVgFk+Z1xLlBbCp0gKuV5gqjsdto1\n",
       "J7JSxjuRrfHIsDQsCwsLCwsLC1+PAQ1Lib+zX+5WpOWZyR/dhMIgj6dTD0xk11KRlmxZs6d7scAi\n",
       "LSPN5uS2M4h1KWMVRZbPuh6QKsqcXYRWFmnIVufo/V8QRMbtPrx000umsbxoTJdaGMcnoyanbRwh\n",
       "ykRSiLCUF5R2SVT+eKkfyweyB3NvYOUPH0MjLKO9VdBzgKpvQI/S7QMoa/Z6q3R9VZCmcGBk5avO\n",
       "B7IONHywPFLig/oPPUbPz1FuvPI205VAj6WGZpzwPLsr7vk6DOGsR1xGyppRciPxoLcJcq25BVcF\n",
       "umU8I9Alaj8PkEC34JgfCXXVvWQbx3HbxPdNjtwQedQiW4rd7GOgrLkuc4ks2HNyTfJi21vOErJu\n",
       "9MiBhkr6J9NDpTxHUj/teF5I69laRMWba6VuvG61CAmx0jvVFihrhprAJUW3mYMMm9RRJhVERLse\n",
       "pfinOqY9+icvy1SQeL49nHRReey5yT+vQMMSSAWPB4O4PLq7LMmveYS4zDgw8Q7i4l7ziIsVLTF/\n",
       "yjtRGWI2Ym/ntWLyGeKC+EAEumUuQoSa9dgfFyLQlfO9DroWLN2Lab8p6wLIHjo4tbLJnprCHYJX\n",
       "1C/ip/pLEBPLPhbd2tGF2YcRFjs8wtLfxFEhrbcHi6i4hGWgWy1CQq5UCcHdahMalrE2+5ruJSYq\n",
       "1WeGqJTHDFEp4wFR0bjJva35uwX57SZBXFi0ZbeJiUumKy5R286/ICQuRLEwVyEuYelzAX+rMuRG\n",
       "88XmzCAuctkMmmiCaWNHXrSoi++LrVc+n5MFut6a3t4KvJOeJdoUVw4ewbE6+mJ+k8zJXVez0f37\n",
       "KaH5JMSbg6xvERQ5p42aGHOVaEqmJLmMI5EUPq5GdC4QltmlyhFR8UiItU61dbrWIkSl7jFICanp\n",
       "nwRRqeMZokJE884Fyn4zYbjH68LCwsLCwsLCRIRlzYVfDqWGvkF0u1Bxsuvj4UKkpeBqqiiOjvSp\n",
       "Iit6UXqtvESPlafWW0WkaEo/k9em2bbrbceAK7oVn5gt6MPC9zMzGiPhRQes9wRB1GfG3dMN+hGi\n",
       "3K8xJGqS17D042FK6KIuJUrRaPtAUj+Wb1SXguzNjbCs3iq/Cet8oKY1v5EKutKHZYy4SNEts/nC\n",
       "1BDSq6Xzj/ZsYamhsFdLHWdzM+kjz06ZYxIX7i/AwBRzvufjQazqCZyLpaCO6+wPL6N3sfxVBN+n\n",
       "Wv8XBNn3emZlUzP3wv3i06mb63swxpGU0GRdSlTho+0DSf1YvjOEJd2H5dGvg/RWiVJBXponWyXE\n",
       "zwVCUkF13EhLeZVAv3WQ4dZOVjvdBkTlcxqW9xOXKwcmosSF+0sRl6j0uWCkSkizG2k2J669M+oS\n",
       "+bAEunLueR3f26jeRcIsmzbXPe1ldKb3fV5Pa1i8PVxoBncltwxFNwbm3kFCUL+Wb4ugSN+juhQ8\n",
       "wvI0r6GREGss2ltIWBRikSlVRk9P7tZPVAlpbfYhonKMd38bSMlyhqjIdRCiUh4zRKU8t0S2k7E0\n",
       "LAsLCwsLCwtfj3QflsILx8udrd+/dqTF/D3jRFqunD+ERlrKPO4PirSw9NBuIyIt4vUNlTVzu0TP\n",
       "lt3VaT9D33L6ygPxkYm4aLE+2+9xTf4YMlJF7Vy9zwuC8FcEc5U9Ksvz3f1JTTyE0QPyq8mMhDjr\n",
       "YpGbe/zuPuK5SIO3TIomKknW9oH4tfYxNX1k6FS0a1YlkOdvRlmz12YfiazUcRnlAXqsZCIr5zqJ\n",
       "yMrxmIqslEevfFna1jlBKkjrwzIaunlRRFqIdOIS3TL6O2Omydxud9KckfOHUOKyr2VpYhziEvRq\n",
       "qXvkr2+0rPlBMbmR4BkhT9/C1wUwK1UUzfcIjMn3nL11L7l8BzgfAEv3giAiN81+kjxhZil2M/fm\n",
       "xnFjotub/IIvVU8J6QRFXs+IVTNn+2jP0Z4tV4S0rt9AUKvN9UgIfHqy9O00gTtt+9RUiqgQEW8C\n",
       "J/fsli7/1LlAcVO4kKi8XcPya3hY5GOHJC6vxM/b8ke0a2WsaEj7JQM1m6t7Lz4UO5TcaBBRFxm9\n",
       "uBp5uSvq0tr3EaOILnt+rchLY2PoXhBE5EZtbofCu4d3Nx387ztzEni3bCI6g5CQagv4tSM3+TnI\n",
       "+hZBkb6xqIlma0QRnMgOQkyye3MJi0EYvMqfiKio5OaC6FZGUk5bZR8XKpXSzeD+47jU6fYF2OzQ\n",
       "bp73RlqG2vkn4+v8QwI1mSMick6F7t+KM/KSqiiSdjdUFJ3bUfY+MepSid5xQ9y2V19+K0uVjzlP\n",
       "5SZayUtJ6xz/GV1JtOa37LXsxblJXykRfgVEga+b7de2ORM60pHwnU1NcXwyEjKUagLfGKRK6BvS\n",
       "PNGeELIDERbjxj678ueK6NZqAmftg6dqMs3gulQTgkxkhYj29E4islKeZyIr5XkiskJ0/BgPIisa\n",
       "NxnLBy0sLCwsLCwsvBGh6BaJoqQiLdGBiaSNC0Ys1tWWecf5Q0RneqjA69my+zjfA++MIiJqUkWp\n",
       "EuhmLrtW5zrRGG0f2p7qFCVVdDFNlJwa+vTFsXP1LtFeEEQ9TbTDHPF9zCvFbjDwg7Gu88HUzV0t\n",
       "/631vWgFv/5OXUomoiKvhxEWp5dKHZ9cqhzZWBoar6eK3IfaZj/TW8V4D777XCBjPHGQYaNbiSIr\n",
       "quh2oYLrTHZExMVTMIq5Jdz+eMWVRHV5RiwyFUXdXH1vIXHhNhaUVNFMge7AVNfXXXoXiVn7VX2z\n",
       "78Xsac3evv5kRihBQrxUU4TMa0jpXRAidGOVkGaHdqB9py4lQ1Dkc1RI27wOK81i6FTasZiEZEW3\n",
       "UE+Vzta4Tv174SHdDO4/DriseV6kxdJteJEW/Tft7K641W93zSYuXgXRvlo7t52vE5e6D6AU+rRt\n",
       "tkpDolvtbUaiLnwuGVEXyz+IQYmM6yfy5R3AGM/F18mieS+S32MZcpCLIL1JdJu5GdykjbkkuoUj\n",
       "LMrNeiDyEfnYNvvwQ+Q5KqTlNtHerpKQ0Map/NE0KupeleuWQHZa19oCJLJCRNMPMpxx8rJS1mxG\n",
       "VrQIyysgLPJrXa+eTwAAGdtJREFU6DPERY59D3FBSp/31dgHF0wJIaXQp62RMhoR3apvPUhc2PzZ\n",
       "Al3h/oqLlC8rbZSJsKRSQgnbVNqGcgTnLnLTrzOXhGT8WuTDF/PeGWFRbtZKmkibO0JYHkBKyF0H\n",
       "FNJ6e5hBQpD0EVL5Y5YiC9/q9Uf/mpvnF7vWVn8IUSnjGaJCZJAPoMdKhqiU6wFR0bhJ9vtuYWFh\n",
       "YWFhYeHt+B4NyyZ/fb8/0pLtJbFtL1eQu6/Xc8JMCXS5nimB5vu5LLr19C3SVkIGdiYJdK1lZqRd\n",
       "kOCPlSqy/Hi+kLkd2K86rXTbn4qXYt8VjZH4dOrG83/FL5YSeqrXNQHtSKpGPteiNOkIy4CQlv/b\n",
       "ilqMRE0QvUuqVDmpYeHfh13qp14Q6z6Us4QApCIr5TETWSnPo8jKBxF2urXSOy9lDJ3botwk8/+B\n",
       "s9GLbo9xIzW0X5Ok47AVgtxKlK40rLgZ/EP4Ol7XOXYYdbmOfKroj/4louO9KP1QxIeh3DzL+1X/\n",
       "b5wbbtdL5Xj+bPqWtPO953EfFvtvtu8Vg3/YI+LMX086JeRc624kCTL0rsZx00W3hs2c1vyxIBMR\n",
       "3UapFO35lPRRQpeSWSc8AZlf+4GGaRmiQnS83pAIKXO+BVdOXma6lTAVpHW6RTUsGvnACMkMTYv1\n",
       "e9WOtJj/vUGkhUgjKN64Lcgl8iMuUAk0EbnN5gqEtkXtkltto2gN9R8o9EgAbW8WeKAF0bvw9RK4\n",
       "KJkx/eWiJri1F7nh62f3IOfG+3gPPhkJGWtIh70zmg9UODtCWJAqIe25FUHJ6FKgdYCzfNrxZ2jr\n",
       "CXStyIqnS0FFt2oTuEypsunXmsPskcjK8fh15wJx3UpAVJaGZWFhYWFhYeEn8T0alof43fqJAxOj\n",
       "H06F9ZZIy2tjzNePtBS8ns+w2Vwd51GVTM8WIlLb+lfb8nqcaA2a+tHCDZk0kfRTXRg6EW1vCUwI\n",
       "2Ji+5vkNZrP/0EyqichP3Ug9zLuiMZ9O3ex+8FeA+h2pEspEWEbKmlVbIPXD7VLreNqSbrxPFUW2\n",
       "qs8gsuLpUqIqIa8JnN3fpY3KaK8HQiKysttp16JoCasSsiIrH0S60+3V1BCe6WY3vU47cg9xyZQ8\n",
       "8+utTZTmsUugX+Jrf3NEt27PFqKGuMA9W+r4w3mLgVTRiEBXorjVUkUTWcdMAvMOv/06Oc8fEwo7\n",
       "+HTqBt1D1nbkLCGPsMzQpdTnTloHbfCm+9X1KdxfJLrl9qhAty37DYhKQnQ70lNF+pUly+21iOSU\n",
       "xyRRKc8zRKU8j1JAda9nuieVCirjUSpI7XQ72DhOIx8IcUHJzYmnclNEiEuva+Hra8tEvVoKRnq2\n",
       "8LnZ3i0boGFxD1REe7YUIL1buK3cT2Rb1wVuc0rkxWxIV/3GbpHlZpKMd0UrIngEx2qQh+BzERZ7\n",
       "5U+KeS2fI4RlSpWQI45FIinW3jyCItfNim6biIdlq/RWiYgKomG51FOlwO3ZEpGck6jUdb6lzX59\n",
       "DQMHGTIyEhIVvXGc/7XkkRKLfMwnLpZI1CMu+l3zSulz9eFEXryKov36o0sXIcQlUwLdXFejJWe6\n",
       "iO/jvE5YJKXYkrCPbAsGhbqmQJfZuOuCsHjX3fgUufnb/m2eZyp/sqkpjk9HQvY9zPd7hbBkTkTW\n",
       "nkfVO0ilj0lYlDQPsu5M0a1XqhwRFbdUWUv5NBsQ6ykkR/XLnqvXxLia/skQFSK6q2ttwdC5QDyq\n",
       "EhCVdVrzwsLCwsLCwk/iVtGt+Que2xyP2/Om37FSzFvWE+s3sCItYovb9jJ/hRbmXH94lv4rDy1a\n",
       "cuxlUgl04/vxL23P0tPk+P/4O/Z29BF5baXfyPn/VZp5vdi+uf+K+hpeZ8+Uv6PPiuxxcrD4Ms7n\n",
       "WBGd+j6WOdur7re+dtEPRfa64T1euj0J25fSs0X2IynjXtO2qN+Lh1xkI9f/JCO6zSCrpeFAIhZ3\n",
       "i27vsEUiLJfKmgfSPJptRjjbzU3oUsKeLQNCWumr2WtSw0KPZx9ZQUuVOZR+MvJ6KrJSxjORlRuR\n",
       "OhdoMtKiWz7uCXERH1mbXGqoyz+o41dTRKgwN9O7pUBLFUEVRUQNsRipLKr7b7dsp4q4HzmnXr9Z\n",
       "72LsQz1J2rDN3He9Hb07jTQDkzJpadwluv1GwnKpSmhCmkd7niEo0ndGl4KukxHSdr4SqaEKp6dK\n",
       "qvInTPPw1JO0Ka9DISrlESUqvO30p88FqvvoBbZhKujK4YcaoZBjCHG5v8lcM9DPmdps7tzxXRVF\n",
       "RH4p9Onf0bgMVBadexVRsowO5dN6F2UfKf3LJPHuRVdvQ3cT+PFOt5+2nVYlZNwIvShKTu+CExRr\n",
       "LqJLgdfJCGkLvPUylT9Gd9puz1crf+R3MVABlG4C513zKoEmdq0tUAW2AVHRuMktZc3yY/od3XHF\n",
       "nAm9W3bbeyuKyr4yFUVy3aHKoro1QKBbEEVFNK4Y9XcZWceDE33ZlwGiPwPIUKxfIDcz8WlikbV9\n",
       "S5WQciO8K82TISjWXCRFE60zIqT11rOIilf5E6Z8JlX+9GJeqte0x6GeKtq1d3etrft4tONNWbNB\n",
       "VFan24WFhYWFhYVfxHBKSEvvWFERJCpjAUkj6ZEWS8Mi5lyItBBpaSLBrp1UEVICXa6P9G6pY1qa\n",
       "iMgvhS4QaSKzCV2/fTsSoqVd0OhMZh0ETsRl5nlGGfzXojG/FDXJ+B2KsCi/3KNGbtrzEeHslbkj\n",
       "ots+EmHrVDK9VLp9ZkqVg/TRtFJleVPzIivlORpZ0TQsSGSFiGY3gSvQ9CpRZEVPCW1BSoilJYha\n",
       "ohERFBLXMyQna7OD3XC7b31L38LHE4JcMV3Xt5yzdQ0LNdd6UnOSj0xF0b4qI2DZyiJF/6LpW/Y5\n",
       "p1M3XUSkp3+stMsMca82NwJfprzWUiRWqqhqlZVTJeRUH0WYWSXUnTQNe34fZpOQbxHoqoTlJuGs\n",
       "fD4inL0yF2oGZxAU6TdV8WNc38cMouJU/ngalca/KgzWU0JuTxVhM7UJHHcEEBWikt5JEJXjMTy4\n",
       "UNOrRERF4Sbfc5ZQBmF33ud5k3olvqJHSqDZkkT9l8zIadB1Lou81IjJX/lQlLto8X80/TpKfguB\n",
       "eT23M+pS3ekEpe50e5wlvY9/j71t9Vqzx1Ia/dyI/srYo13vfBn7OCt75mu2fmVJ9Mu5dmGu1PXw\n",
       "suZa7r0//h3vcSEj7qnKb47KWHiXkPZSSfQXRFhuISxKeSsqnFWrhG6KmszQsFhzvUof6UMjIVEk\n",
       "RYuEZEuTm32EFUUv+7qIpHTraSXKxMbIICpEXcQCAtK1Fux0/y1YGpaFhYWFhYWFr0d8lpCIBmjp\n",
       "nShlk0kjIamhgrmlz00ZijKWi7TUORNKoV+KJgcphd7X751DTeiiiqICoLJI7u20Y/++U8MyW/9S\n",
       "XrLT7DDs9+LhG/M2Aa788vl0JCRtGzUGc3yilT5qhOWmNM8MDUuFk/bJ9FApdmHqR6n8SfdSqeNP\n",
       "xX8wt0l5ifXrhtrrWoTltt4qSAqoeX2PzuZSm/3qt68IClNBV/qwaMRFkgyEuES2CHHJ2WaJi3ZN\n",
       "Jy58D9HySCm0R1w8fQuHpnXJCHSLj0igW/cGCHVPvw6BeZeGJTPX6bZLRF3HXY6o+66H52b8ISiI\n",
       "0jaZdT+F2cTCsvGIRk6gizFKJCV0d38UZO4VDQuqS+F+IP1JsQv6oKhC2mwvFbYPT6PSzu3TP13q\n",
       "p/rtH7uPeERURnuroE3guO8MUTnsooMLVYFtQFSm9GHhxMWrIOJAerb8InHha6LEhUiLurTEpaDp\n",
       "peLoW5r9KN1zMwLd4gMiJs06jlC3jk8Q7Cp7uNR0zg20XRDvSiSmepEbCVdHo637hdGb6YTFICbe\n",
       "3NQBjBciLO/uj4LMzRIjTZeSWueChgUR0mZ7qTT7COe2RKUlStRcO+e0j01Plc7GICOjvVXQJnDV\n",
       "t9O11qgEcpvAcb/N3L+YqKgRlqBKqLwXGnHxKog4tPEMcUF/I84hLs2guDaBuLDpc0uiW+daSXRB\n",
       "5nToOqYREyI18mKRG4/A3JY+ujJ3RvpoBBPJzS+kpmanYyx/HilBSYjnH7H7VKpmlnB2t1fIAbLH\n",
       "gZSQ25WWqI+maOuAER1Sy5qlTbuP5otKRkm6Oex5ZxMQldFSZbQJHPOdIirletBWX03/BERF4yY3\n",
       "feMuLCwsLCwsLMzDP/TwK5tfNRpwPD/GNyJXkMuR6cOCRGMiYFEZK9LCroWRFj62I+pJo7lDergg\n",
       "ZxQR9akiPb1z2ALC3HOdPpKy++qjKaFAt6B5G2/Su3TrJOZmUk0Sd0VfJIJlSil2wae0NB7u0I8Q\n",
       "3RM1ydjqfVjeoy25SzibXcc9jFDYaKkbr41+81zth+KnoDRBradRaden/roRYXF7qtS59/RWQZvA\n",
       "Fbht9i1hrdcErr4+Ra8SRVYUbvI1fVjKpiHiksjxQz1biIwbVURc+DV9T7N6uCBnFBEpqaLHv7WH\n",
       "Sn2NXS+XgzA9zx4ulUSV/iuRyPfxb+0JY/VW6b442M3T6u9yXldCooqf3VbMfXnrzOv3gu4hguwN\n",
       "49omG8d9TEvjrTOZhJiiW4do5NJSoOhWJSz36FCyc0d1KHIdkwwM2E4X0oK9VBofnkaFqCcqCmGB\n",
       "BLUP+bkMiAp3ekNvFaRrbVSg8w6EEZYCLdLiVRA1c+kcj6IlWsTl/hJoooZwTBbmyvXNr0YxtY28\n",
       "4PoWfr21iQW6RK1IFz0lWttLFGFRdS+G7XA0hugzGpYoOuMBvCGGe7iKm8iNxOxIyBBhSbznMxvH\n",
       "fVO5MbqOGs0YsEX1Kc1YQkgLlybzcU+jQqSQD77/fqy1ZWREq84p1/hzGU1pbHWi0nwfzuxa65Uq\n",
       "B4JZTWAbRlbUCMsWEBbxvnLi0hEH4yb6yd4tI7ZzKork+IlsZdH2eEEt/4muC3T5/ogwge65jk1I\n",
       "dr/2DT9Fdrq3+KZ00syUUIZXTCQ3veD6njSPV+Id4b5+KfNJyO73+1NCd6V1pH3G1iIo3fNZQlq0\n",
       "NLnaK0QliJY00RSTsChkJEoJWWmfxp9BVFTbCT1VnFLl8BwgTWAbERWFm9z482xhYWFhYWFhYQ7+\n",
       "ocf/+RZG4OD1bNNDRH2kpdqyX+5ayofDK2v+vkhLM6hc49evRVqQM4qI/FQRItCVcxGB7rknO12k\n",
       "7Unt3TJg+zX9Xiw/mi8Pd0VjiL4n3cTwS1GTjF9tr1/dH0Xxo6+b16Woe+j0IZOFtGAvlWY/nkaF\n",
       "PVfTPzL1U8e1/iiGhiUS1DZjQG+ViU3g3N4q0cGFWh+WKLKicBNYw6IRF7eCSJnrNZsjZ9wiOZ8n\n",
       "LuyaeZfRrosvE7En102ZA1QW1RFjaz256YW12VOi253gBOY2vQvR+/q9WH40Xx7uIjdEX6ml+SUS\n",
       "svv9DtHt7P4okK2wR3Up2p6iQwnVdFJCSAv3UqkTzmupip/qV5CNbpxdl9+baOUPUUxUeDpmZhM4\n",
       "p7dK1FZf1atEREXVsKCEpSBBXAqQZnPS9ipxmdtsrkAQFyIl6hIRF26jExe5N8/dldOh7eu9LsUU\n",
       "VDsCXYlZgt2suPdt5dPWmpovD3cShbuiN5k9C/wSCcn4nS26vbvcGLHt7FFdCpFNUMQ6UMUPIqRF\n",
       "S5OrPbOVkRRqx9VoiqY34c/59a6CEq/8yZQqz2wC55YqR231Nb1KRFQUbvKemO/CwsLCwsLCwgV8\n",
       "TR+WDDI9W0i5pvokivu7VOZaIi0vFsqj9to5SXEkozH6uvNSRX2aiEiLVJRfHttZIfL495i7lQXa\n",
       "SbWXy0Z0NCnj/Vy0vdX1n+y5bGjm9HDp+67YttL+zn4vrd9gjw5y1Tl4FCHv+549S3w6ErL7/Q4N\n",
       "yzf3R3H3bY07pcndetBZQpEPHmGx9tReb+w9jQp/7rXMjzQs2jUAaGSlLWsGIys/gnRZc8WzvyZT\n",
       "Q3X8eNzKPHJSDNSOe+kdNEUUXcvYtFAEmt375aWKcOICf50qqaI7BLqn3UNcZ/8fAQEc1b98bb+X\n",
       "xq94vjQsJn6JhOx+52lYfqk/SjS2X3DmJnqoVLtMDxWi5vMA91Jh465GhUhP71jX5LjX/K3zIdMx\n",
       "D5yoNBoWsFstszdTQV5vlchWE9hGqSCFm8Qalsz9tmyu+9V/jBP72zFulhr5iIjEFZIzatND0bcQ\n",
       "GZEXS+BgCx9S+haxXEagS+QTmKiXC7cJo1qD+pdv7ffS+pVzTdMeS8Ni2/64huWn+6M0g8aPKzdi\n",
       "ZEdSuj2V8UQPlW59sJfKuXflGlLxY11rHLPr1vxmXBHWJnuq7NfitvocXhM4r7dKeHChRkYionJJ\n",
       "dDtAXAqQZnPVVtzsXuLfHF50JmNr4RJxqU+1yEtMUNrrSkj2eIS+OhMCXSK6dHbRbtNHXVRf3M9N\n",
       "1Uf7OkokbMA2IjCt30Q0RuJOovAt5dUMv0RCdr+grSq6xdM831Zu7Nog614520f67ziBEk0J0jqq\n",
       "oNZL+TTjDgmJBLWanzruVABlS5QbW7xU2SQqXqmy1QSu2ioC24ioLNHtwsLCwsLCwi/iny3QsHS/\n",
       "ki9GWjI9W8p1y9Ybz9iq+1BsCi6nirqohMUb+XVfmFvg/vaDBLrHCJAmIrJSRX2aSIOme6nXfrHf\n",
       "S2OLp48kbovGEN2Xbrrw0+enoiZEauREXz+OTPxUfxRjLW+P0w4jrLbWntvrzb+NDI0uuhWRE6RE\n",
       "WTqOojLNmNXuXj7ylvlBZKUpaw4iK5ouxYqseH1YonOANL1KEFnRuElIWM7NiQFFdNtc42B2mZ4t\n",
       "Zd0rPVsQ2zJ+T++WAk+gixCXKH3U7ul6qqhPExFhqSJLoNvP4R8scU3Y/kS/F277J97TF35DTJ3L\n",
       "kyBCRNRVOvn7SOz5bVVC84nFvocEEcrsgfzX90v9Ucy1Glvg9WSEtEjqh0gnJ17qR9oSUdOBFq34\n",
       "GRHSEjkpGYWoHM/TPVVU24c+l9lbRMXtrRIJZjW9SkBUVMLSjfyHUf4zs8QlM2eHiLr8lT+iMl5y\n",
       "vX+n3VNcK5+28vcuIxLGPr3t1LmPgcMWH69amszLoxvb7qZmC2npT355sblPcU2s050w/aby6QZy\n",
       "ndu0I7kQy9dEevg6P0ZCrpQ131lu/MmoiW37GrMlouYwwjrpvCZt5bhZ8eORELQk+YKQlkiJpFi2\n",
       "Wqnyfxj/bGiV0IHmV2cUGHDsoBLoY26mBFqzu2qL4D6BbrGLIiwPYzwZdTlcZM8uIgJEtm6a6Z5o\n",
       "DNF4OulKhCWc6+HWsmZ8H7eRG4kfIiG7X3APQGRiZrnxR6Mmlt+UrdjP44VFUthz9/RkREiLlCRz\n",
       "HyNCWsB2WqlyFFnR0jxWZMUrVY7OAVKrhPzIisZNFm1bWFhYWFhY+HrEGhbjh/twpEVGVLp0xDFe\n",
       "njP/SM+W8vxdzeasOXKPGBSBLtHxnmUEuvy5vZdZAt1qAwp1NfvI1ksf3aV/Sfd78faQ6Bqbijgk\n",
       "NCnZfdymuxH4eCSEKBnlSWpYvH3M7I/iNJ0L0zHKetgeE+sgEZVmoLdJCWmtyIonpEVSP80cLWoS\n",
       "CGkd29m9VaLIitpbxbL1eqtEBxdqAtsgsnJJdKvdB1MVRKCNJsrN9GwpzyPiYBEXz9a67mFaqugh\n",
       "r6HERfEn9nRdoHs+a/wnCEwU6ffSRxkCc2e/Fw93pYQye7hzH99YJXQXCUntIdjHzP4oWldZZJ1o\n",
       "n9N0KQhBaeb2c1JCWouoeDoVJPVj+UKFtMxW+p3eWyUiKkpvFZOoeCQkOrhQEdhGROUaYambPB4R\n",
       "4iLnaDYAcTFv+iLy4kVYLB/aeEQyrkZe8r9Fn05lUYH3n2BHXbT9jERe9nm+p2wExpprdds9bW1i\n",
       "cWf5tIdvIDfftI9mnV8jIROrhKYKZxP6l5yGZY4uBSIo8jkSSeHPvc6zkYZle2CRlGZ8QEjLxrTG\n",
       "bfzxaqlySFS8suZMqXJYJdTrVSKionGTpWFZWFhYWFhY+Hqkq4QqHv0189ebF00JAgVas7kCrWdL\n",
       "Gbdso0gLYuvNQXApTTTlkEU53kJ7/6JtEUXpIuq85jQs+jx9bqbyR/i60O/Fw1dEY4huSzel98Hx\n",
       "Y1GTrIbFa9Y3s9LH079gGhYswjKsS0EiKuJ5qocKEbllxkiJMpLOITLSL75tGyVRoi6N30m9VYLI\n",
       "itqHxYqseL1VonOAlChKFFnRuEm6D0sTpjEyDS5xib4EL5ZAl/XvKIEmMe7uBcCQNqa+54d16THS\n",
       "9XLhfUuOa7KkVfqo489eU1LeW2O8+zdp4eL2Kfe1dXsQPVA8/Yt8J2X/F6e3ipmzJkr3e/Hwkr48\n",
       "ZIS0GTEvUe7GnGoy99spoUwH4HTjOM9+pg5lNM0z0B+l2mbSPAFBcc/2qWNBWsdLCcmFNB9IOocu\n",
       "Cmm5jdk91tCpsH8jpcohUdFKlc0zfpxS5eAcII2MeKkfC8NVQhmb2b1bCsw2/0/7l/QV4hKN82ty\n",
       "XQTTBLpE4v1FhboFSvjM2Fvqq3uS/iUtNB3Uv2T7vbh7uKnxUybKQ/RFkR6OHyMhWcLiKcpn6lBG\n",
       "oyZD/VHqE+nXeY4QFPkcbeTmRVgyQlokktKsp5GQ1hbqpSL8Tqv8CYiKWvljERVXdOu31df0KhZh\n",
       "cauEHgFhqR8RJJtwF3ExbKw2/7wUWq4dERc+Rso1dI6c+9HS6Ie41l9QfODpo4Lk1/hwOilXUdQi\n",
       "k07Klk+7e/oCckP0HWmsbp1fIyGJ5nWh75lpndHutSPlxoat9xwiKM3zBxZJIdJJSKYkua4HRFIa\n",
       "H3kh7W5jkZvJlT8RUdFIiEVUvMqfoMJHS/9YqZ8yrnGT+74ZFxYWFhYWFhYmYRGWhYWFhYWFha/H\n",
       "IiwLCwsLCwsLX49FWBYWFhYWFha+Hv8PqbPl6CW9IsIAAAAASUVORK5CYII=\n",
       "\" transform=\"translate(39, 3)\"/>\n",
       "</g>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  526.492,51.5639 596.063,51.5639 596.063,3.93701 526.492,3.93701 526.492,51.5639 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  456.92,51.5639 526.492,51.5639 526.492,3.93701 456.92,3.93701 456.92,51.5639 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  526.492,99.1907 596.063,99.1907 596.063,51.5639 526.492,51.5639 526.492,99.1907 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  456.92,99.1907 526.492,99.1907 526.492,51.5639 456.92,51.5639 456.92,99.1907 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  387.349,51.5639 456.92,51.5639 456.92,3.93701 387.349,3.93701 387.349,51.5639 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  317.778,51.5639 387.349,51.5639 387.349,3.93701 317.778,3.93701 317.778,51.5639 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  387.349,99.1907 456.92,99.1907 456.92,51.5639 387.349,51.5639 387.349,99.1907 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  317.778,99.1907 387.349,99.1907 387.349,51.5639 317.778,51.5639 317.778,99.1907 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  526.492,146.818 596.063,146.818 596.063,99.1907 526.492,99.1907 526.492,146.818 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  456.92,146.818 526.492,146.818 526.492,99.1907 456.92,99.1907 456.92,146.818 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  526.492,194.444 596.063,194.444 596.063,146.818 526.492,146.818 526.492,194.444 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  456.92,194.444 526.492,194.444 526.492,146.818 456.92,146.818 456.92,194.444 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  387.349,146.818 456.92,146.818 456.92,99.1907 387.349,99.1907 387.349,146.818 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  352.563,123.004 387.349,123.004 387.349,99.1907 352.563,99.1907 352.563,123.004 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  317.778,123.004 352.563,123.004 352.563,99.1907 317.778,99.1907 317.778,123.004 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  352.563,146.818 387.349,146.818 387.349,123.004 352.563,123.004 352.563,146.818 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  317.778,146.818 352.563,146.818 352.563,123.004 317.778,123.004 317.778,146.818 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  422.135,170.631 456.92,170.631 456.92,146.818 422.135,146.818 422.135,170.631 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  387.349,170.631 422.135,170.631 422.135,146.818 387.349,146.818 387.349,170.631 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  422.135,194.444 456.92,194.444 456.92,170.631 422.135,170.631 422.135,194.444 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  387.349,194.444 422.135,194.444 422.135,170.631 387.349,170.631 387.349,194.444 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  352.563,170.631 387.349,170.631 387.349,146.818 352.563,146.818 352.563,170.631 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  317.778,170.631 352.563,170.631 352.563,146.818 317.778,146.818 317.778,170.631 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  352.563,194.444 387.349,194.444 387.349,170.631 352.563,170.631 352.563,194.444 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  335.171,182.538 352.563,182.538 352.563,170.631 335.171,170.631 335.171,182.538 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  317.778,182.538 335.171,182.538 335.171,170.631 317.778,170.631 317.778,182.538 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  335.171,194.444 352.563,194.444 352.563,182.538 335.171,182.538 335.171,194.444 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  317.778,194.444 335.171,194.444 335.171,182.538 317.778,182.538 317.778,194.444 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  248.206,51.5639 317.778,51.5639 317.778,3.93701 248.206,3.93701 248.206,51.5639 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  178.635,51.5639 248.206,51.5639 248.206,3.93701 178.635,3.93701 178.635,51.5639 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  248.206,99.1907 317.778,99.1907 317.778,51.5639 248.206,51.5639 248.206,99.1907 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  178.635,99.1907 248.206,99.1907 248.206,51.5639 178.635,51.5639 178.635,99.1907 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  109.064,51.5639 178.635,51.5639 178.635,3.93701 109.064,3.93701 109.064,51.5639 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  39.4926,51.5639 109.064,51.5639 109.064,3.93701 39.4926,3.93701 39.4926,51.5639 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  109.064,99.1907 178.635,99.1907 178.635,51.5639 109.064,51.5639 109.064,99.1907 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  39.4926,99.1907 109.064,99.1907 109.064,51.5639 39.4926,51.5639 39.4926,99.1907 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  282.992,123.004 317.778,123.004 317.778,99.1907 282.992,99.1907 282.992,123.004 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  248.206,123.004 282.992,123.004 282.992,99.1907 248.206,99.1907 248.206,123.004 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  282.992,146.818 317.778,146.818 317.778,123.004 282.992,123.004 282.992,146.818 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  248.206,146.818 282.992,146.818 282.992,123.004 248.206,123.004 248.206,146.818 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  178.635,146.818 248.206,146.818 248.206,99.1907 178.635,99.1907 178.635,146.818 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  282.992,170.631 317.778,170.631 317.778,146.818 282.992,146.818 282.992,170.631 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  248.206,170.631 282.992,170.631 282.992,146.818 248.206,146.818 248.206,170.631 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  300.385,182.538 317.778,182.538 317.778,170.631 300.385,170.631 300.385,182.538 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  282.992,182.538 300.385,182.538 300.385,170.631 282.992,170.631 282.992,182.538 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  300.385,194.444 317.778,194.444 317.778,182.538 300.385,182.538 300.385,194.444 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  282.992,194.444 300.385,194.444 300.385,182.538 282.992,182.538 282.992,194.444 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  248.206,194.444 282.992,194.444 282.992,170.631 248.206,170.631 248.206,194.444 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  213.421,170.631 248.206,170.631 248.206,146.818 213.421,146.818 213.421,170.631 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  178.635,170.631 213.421,170.631 213.421,146.818 178.635,146.818 178.635,170.631 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  213.421,194.444 248.206,194.444 248.206,170.631 213.421,170.631 213.421,194.444 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  178.635,194.444 213.421,194.444 213.421,170.631 178.635,170.631 178.635,194.444 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  109.064,146.818 178.635,146.818 178.635,99.1907 109.064,99.1907 109.064,146.818 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  39.4926,146.818 109.064,146.818 109.064,99.1907 39.4926,99.1907 39.4926,146.818 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  109.064,194.444 178.635,194.444 178.635,146.818 109.064,146.818 109.064,194.444 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  39.4926,194.444 109.064,194.444 109.064,146.818 39.4926,146.818 39.4926,194.444 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  526.492,242.071 596.063,242.071 596.063,194.444 526.492,194.444 526.492,242.071 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  456.92,242.071 526.492,242.071 526.492,194.444 456.92,194.444 456.92,242.071 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  526.492,289.698 596.063,289.698 596.063,242.071 526.492,242.071 526.492,289.698 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  456.92,289.698 526.492,289.698 526.492,242.071 456.92,242.071 456.92,289.698 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  422.135,218.258 456.92,218.258 456.92,194.444 422.135,194.444 422.135,218.258 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  387.349,218.258 422.135,218.258 422.135,194.444 387.349,194.444 387.349,218.258 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  422.135,242.071 456.92,242.071 456.92,218.258 422.135,218.258 422.135,242.071 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  387.349,242.071 422.135,242.071 422.135,218.258 387.349,218.258 387.349,242.071 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  352.563,218.258 387.349,218.258 387.349,194.444 352.563,194.444 352.563,218.258 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  335.171,206.351 352.563,206.351 352.563,194.444 335.171,194.444 335.171,206.351 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  317.778,206.351 335.171,206.351 335.171,194.444 317.778,194.444 317.778,206.351 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  335.171,218.258 352.563,218.258 352.563,206.351 335.171,206.351 335.171,218.258 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  317.778,218.258 335.171,218.258 335.171,206.351 317.778,206.351 317.778,218.258 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  352.563,242.071 387.349,242.071 387.349,218.258 352.563,218.258 352.563,242.071 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  317.778,242.071 352.563,242.071 352.563,218.258 317.778,218.258 317.778,242.071 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  387.349,289.698 456.92,289.698 456.92,242.071 387.349,242.071 387.349,289.698 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  352.563,265.885 387.349,265.885 387.349,242.071 352.563,242.071 352.563,265.885 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  317.778,265.885 352.563,265.885 352.563,242.071 317.778,242.071 317.778,265.885 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  352.563,289.698 387.349,289.698 387.349,265.885 352.563,265.885 352.563,289.698 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  317.778,289.698 352.563,289.698 352.563,265.885 317.778,265.885 317.778,289.698 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  526.492,337.325 596.063,337.325 596.063,289.698 526.492,289.698 526.492,337.325 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  456.92,337.325 526.492,337.325 526.492,289.698 456.92,289.698 456.92,337.325 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  526.492,384.952 596.063,384.952 596.063,337.325 526.492,337.325 526.492,384.952 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  456.92,384.952 526.492,384.952 526.492,337.325 456.92,337.325 456.92,384.952 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  387.349,337.325 456.92,337.325 456.92,289.698 387.349,289.698 387.349,337.325 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  317.778,337.325 387.349,337.325 387.349,289.698 317.778,289.698 317.778,337.325 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  387.349,384.952 456.92,384.952 456.92,337.325 387.349,337.325 387.349,384.952 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  317.778,384.952 387.349,384.952 387.349,337.325 317.778,337.325 317.778,384.952 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  300.385,206.351 317.778,206.351 317.778,194.444 300.385,194.444 300.385,206.351 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  282.992,206.351 300.385,206.351 300.385,194.444 282.992,194.444 282.992,206.351 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  300.385,218.258 317.778,218.258 317.778,206.351 300.385,206.351 300.385,218.258 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  282.992,218.258 300.385,218.258 300.385,206.351 282.992,206.351 282.992,218.258 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  248.206,218.258 282.992,218.258 282.992,194.444 248.206,194.444 248.206,218.258 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  282.992,242.071 317.778,242.071 317.778,218.258 282.992,218.258 282.992,242.071 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  248.206,242.071 282.992,242.071 282.992,218.258 248.206,218.258 248.206,242.071 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  213.421,218.258 248.206,218.258 248.206,194.444 213.421,194.444 213.421,218.258 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  178.635,218.258 213.421,218.258 213.421,194.444 178.635,194.444 178.635,218.258 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  213.421,242.071 248.206,242.071 248.206,218.258 213.421,218.258 213.421,242.071 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  178.635,242.071 213.421,242.071 213.421,218.258 178.635,218.258 178.635,242.071 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  282.992,265.885 317.778,265.885 317.778,242.071 282.992,242.071 282.992,265.885 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  248.206,265.885 282.992,265.885 282.992,242.071 248.206,242.071 248.206,265.885 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  282.992,289.698 317.778,289.698 317.778,265.885 282.992,265.885 282.992,289.698 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  248.206,289.698 282.992,289.698 282.992,265.885 248.206,265.885 248.206,289.698 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  178.635,289.698 248.206,289.698 248.206,242.071 178.635,242.071 178.635,289.698 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  109.064,242.071 178.635,242.071 178.635,194.444 109.064,194.444 109.064,242.071 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  39.4926,242.071 109.064,242.071 109.064,194.444 39.4926,194.444 39.4926,242.071 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  109.064,289.698 178.635,289.698 178.635,242.071 109.064,242.071 109.064,289.698 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  39.4926,289.698 109.064,289.698 109.064,242.071 39.4926,242.071 39.4926,289.698 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  248.206,337.325 317.778,337.325 317.778,289.698 248.206,289.698 248.206,337.325 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  178.635,337.325 248.206,337.325 248.206,289.698 178.635,289.698 178.635,337.325 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  248.206,384.952 317.778,384.952 317.778,337.325 248.206,337.325 248.206,384.952 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  178.635,384.952 248.206,384.952 248.206,337.325 178.635,337.325 178.635,384.952 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  109.064,337.325 178.635,337.325 178.635,289.698 109.064,289.698 109.064,337.325 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  39.4926,337.325 109.064,337.325 109.064,289.698 39.4926,289.698 39.4926,337.325 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  109.064,384.952 178.635,384.952 178.635,337.325 109.064,337.325 109.064,384.952 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip02)\" style=\"stroke:#ffffff; stroke-width:0.8; stroke-opacity:1; fill:none\" points=\"\n",
       "  39.4926,384.952 109.064,384.952 109.064,337.325 39.4926,337.325 39.4926,384.952 \n",
       "  \"/>\n",
       "</svg>\n"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt = plot(xlim=(-1, 1), ylim=(-1, 1), legend=nothing)\n",
    "\n",
    "x = linspace(-1, 1)\n",
    "y = linspace(-1, 1)\n",
    "contour!(plt, x, y, (x, y) -> evaluate(adf, SVector(x, y)), fill=true)\n",
    "\n",
    "for leaf in allleaves(adf)\n",
    "    v = hcat(collect(vertices(leaf.boundary))...)\n",
    "    plot!(plt, v[1,[1,2,4,3,1]], v[2,[1,2,4,3,1]], color=:white)\n",
    "end\n",
    "\n",
    "\n",
    "plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Julia 0.5.0",
   "language": "julia",
   "name": "julia-0.5"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "0.5.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
